id sid tid token lemma pos cord-271094-utpg9p5u 1 1 key key NN cord-271094-utpg9p5u 1 2 : : : cord-271094-utpg9p5u 2 1 cord-271094-utpg9p5u cord-271094-utpg9p5u PRP$ cord-271094-utpg9p5u 2 2 authors author NNS cord-271094-utpg9p5u 2 3 : : : cord-271094-utpg9p5u 2 4 Erdmann Erdmann NNP cord-271094-utpg9p5u 2 5 , , , cord-271094-utpg9p5u 2 6 Anett Anett NNP cord-271094-utpg9p5u 2 7 ; ; : cord-271094-utpg9p5u 2 8 Ponzoa Ponzoa NNP cord-271094-utpg9p5u 2 9 , , , cord-271094-utpg9p5u 2 10 José José NNP cord-271094-utpg9p5u 2 11 M. M. NNP cord-271094-utpg9p5u 2 12 title title NN cord-271094-utpg9p5u 2 13 : : : cord-271094-utpg9p5u 2 14 Digital digital JJ cord-271094-utpg9p5u 2 15 inbound inbound JJ cord-271094-utpg9p5u 2 16 marketing marketing NN cord-271094-utpg9p5u 2 17 : : : cord-271094-utpg9p5u 2 18 Measuring measure VBG cord-271094-utpg9p5u 2 19 the the DT cord-271094-utpg9p5u 2 20 economic economic JJ cord-271094-utpg9p5u 2 21 performance performance NN cord-271094-utpg9p5u 2 22 of of IN cord-271094-utpg9p5u 2 23 grocery grocery NN cord-271094-utpg9p5u 2 24 e e NN cord-271094-utpg9p5u 2 25 - - NN cord-271094-utpg9p5u 2 26 commerce commerce NN cord-271094-utpg9p5u 2 27 in in IN cord-271094-utpg9p5u 2 28 Europe Europe NNP cord-271094-utpg9p5u 2 29 and and CC cord-271094-utpg9p5u 2 30 the the DT cord-271094-utpg9p5u 2 31 USA USA NNP cord-271094-utpg9p5u 2 32 date date NN cord-271094-utpg9p5u 2 33 : : : cord-271094-utpg9p5u 3 1 2020 2020 CD cord-271094-utpg9p5u 3 2 - - SYM cord-271094-utpg9p5u 3 3 10 10 CD cord-271094-utpg9p5u 3 4 - - SYM cord-271094-utpg9p5u 3 5 20 20 CD cord-271094-utpg9p5u 3 6 journal journal NN cord-271094-utpg9p5u 3 7 : : : cord-271094-utpg9p5u 4 1 Technol Technol NNP cord-271094-utpg9p5u 4 2 Forecast Forecast NNP cord-271094-utpg9p5u 4 3 Soc Soc NNP cord-271094-utpg9p5u 4 4 Change change NN cord-271094-utpg9p5u 4 5 DOI DOI NNP cord-271094-utpg9p5u 4 6 : : : cord-271094-utpg9p5u 5 1 10.1016 10.1016 CD cord-271094-utpg9p5u 5 2 / / SYM cord-271094-utpg9p5u 5 3 j.techfore.2020.120373 j.techfore.2020.120373 NNP cord-271094-utpg9p5u 5 4 sha sha NNP cord-271094-utpg9p5u 5 5 : : : cord-271094-utpg9p5u 5 6 6b1b2b71db70f4471320a729699df7472088d0c2 6b1b2b71db70f4471320a729699df7472088d0c2 CD cord-271094-utpg9p5u 5 7 doc_id doc_id CD cord-271094-utpg9p5u 5 8 : : : cord-271094-utpg9p5u 5 9 271094 271094 CD cord-271094-utpg9p5u 5 10 cord_uid cord_uid NNS cord-271094-utpg9p5u 5 11 : : : cord-271094-utpg9p5u 6 1 utpg9p5u utpg9p5u NNP cord-271094-utpg9p5u 7 1 This this DT cord-271094-utpg9p5u 7 2 research research NN cord-271094-utpg9p5u 7 3 investigates investigate VBZ cord-271094-utpg9p5u 7 4 the the DT cord-271094-utpg9p5u 7 5 cost cost NN cord-271094-utpg9p5u 7 6 - - HYPH cord-271094-utpg9p5u 7 7 result result NN cord-271094-utpg9p5u 7 8 relationship relationship NN cord-271094-utpg9p5u 7 9 of of IN cord-271094-utpg9p5u 7 10 the the DT cord-271094-utpg9p5u 7 11 Inbound Inbound NNP cord-271094-utpg9p5u 7 12 Marketing Marketing NNP cord-271094-utpg9p5u 7 13 actions action NNS cord-271094-utpg9p5u 7 14 used use VBN cord-271094-utpg9p5u 7 15 by by IN cord-271094-utpg9p5u 7 16 grocery grocery NN cord-271094-utpg9p5u 7 17 e e NNP cord-271094-utpg9p5u 7 18 - - NN cord-271094-utpg9p5u 7 19 commerce commerce NN cord-271094-utpg9p5u 7 20 . . . cord-271094-utpg9p5u 8 1 The the DT cord-271094-utpg9p5u 8 2 analysis analysis NN cord-271094-utpg9p5u 8 3 is be VBZ cord-271094-utpg9p5u 8 4 based base VBN cord-271094-utpg9p5u 8 5 on on IN cord-271094-utpg9p5u 8 6 the the DT cord-271094-utpg9p5u 8 7 application application NN cord-271094-utpg9p5u 8 8 of of IN cord-271094-utpg9p5u 8 9 the the DT cord-271094-utpg9p5u 8 10 Dorfman Dorfman NNP cord-271094-utpg9p5u 8 11 and and CC cord-271094-utpg9p5u 8 12 Steiner Steiner NNP cord-271094-utpg9p5u 8 13 ( ( -LRB- cord-271094-utpg9p5u 8 14 1954 1954 CD cord-271094-utpg9p5u 8 15 ) ) -RRB- cord-271094-utpg9p5u 8 16 model model NN cord-271094-utpg9p5u 8 17 for for IN cord-271094-utpg9p5u 8 18 optimal optimal JJ cord-271094-utpg9p5u 8 19 advertising advertising NN cord-271094-utpg9p5u 8 20 budget budget NN cord-271094-utpg9p5u 8 21 , , , cord-271094-utpg9p5u 8 22 which which WDT cord-271094-utpg9p5u 8 23 is be VBZ cord-271094-utpg9p5u 8 24 adapted adapt VBN cord-271094-utpg9p5u 8 25 by by IN cord-271094-utpg9p5u 8 26 the the DT cord-271094-utpg9p5u 8 27 authors author NNS cord-271094-utpg9p5u 8 28 to to IN cord-271094-utpg9p5u 8 29 digital digital JJ cord-271094-utpg9p5u 8 30 marketing marketing NN cord-271094-utpg9p5u 8 31 and and CC cord-271094-utpg9p5u 8 32 verified verify VBN cord-271094-utpg9p5u 8 33 with with IN cord-271094-utpg9p5u 8 34 empirical empirical JJ cord-271094-utpg9p5u 8 35 statistical statistical JJ cord-271094-utpg9p5u 8 36 analysis analysis NN cord-271094-utpg9p5u 8 37 . . . cord-271094-utpg9p5u 9 1 Considering consider VBG cord-271094-utpg9p5u 9 2 29 29 CD cord-271094-utpg9p5u 9 3 leading lead VBG cord-271094-utpg9p5u 9 4 companies company NNS cord-271094-utpg9p5u 9 5 in in IN cord-271094-utpg9p5u 9 6 six six CD cord-271094-utpg9p5u 9 7 countries country NNS cord-271094-utpg9p5u 9 8 over over IN cord-271094-utpg9p5u 9 9 a a DT cord-271094-utpg9p5u 9 10 time time NN cord-271094-utpg9p5u 9 11 horizon horizon NN cord-271094-utpg9p5u 9 12 of of IN cord-271094-utpg9p5u 9 13 six six CD cord-271094-utpg9p5u 9 14 years year NNS cord-271094-utpg9p5u 9 15 , , , cord-271094-utpg9p5u 9 16 an an DT cord-271094-utpg9p5u 9 17 analysis analysis NN cord-271094-utpg9p5u 9 18 of of IN cord-271094-utpg9p5u 9 19 the the DT cord-271094-utpg9p5u 9 20 mix mix NN cord-271094-utpg9p5u 9 21 of of IN cord-271094-utpg9p5u 9 22 SEO SEO NNP cord-271094-utpg9p5u 9 23 and and CC cord-271094-utpg9p5u 9 24 SEM SEM NNP cord-271094-utpg9p5u 9 25 techniques technique NNS cord-271094-utpg9p5u 9 26 aimed aim VBN cord-271094-utpg9p5u 9 27 at at IN cord-271094-utpg9p5u 9 28 the the DT cord-271094-utpg9p5u 9 29 attraction attraction NN cord-271094-utpg9p5u 9 30 and and CC cord-271094-utpg9p5u 9 31 conversion conversion NN cord-271094-utpg9p5u 9 32 of of IN cord-271094-utpg9p5u 9 33 Internet internet NN cord-271094-utpg9p5u 9 34 users user NNS cord-271094-utpg9p5u 9 35 to to IN cord-271094-utpg9p5u 9 36 the the DT cord-271094-utpg9p5u 9 37 web web NN cord-271094-utpg9p5u 9 38 pages page NNS cord-271094-utpg9p5u 9 39 of of IN cord-271094-utpg9p5u 9 40 their -PRON- PRP$ cord-271094-utpg9p5u 9 41 companies company NNS cord-271094-utpg9p5u 9 42 is be VBZ cord-271094-utpg9p5u 9 43 carried carry VBN cord-271094-utpg9p5u 9 44 out out RP cord-271094-utpg9p5u 9 45 . . . cord-271094-utpg9p5u 10 1 The the DT cord-271094-utpg9p5u 10 2 results result NNS cord-271094-utpg9p5u 10 3 confirm confirm VBP cord-271094-utpg9p5u 10 4 that that IN cord-271094-utpg9p5u 10 5 e e NN cord-271094-utpg9p5u 10 6 - - NN cord-271094-utpg9p5u 10 7 commerce commerce NN cord-271094-utpg9p5u 10 8 is be VBZ cord-271094-utpg9p5u 10 9 optimizing optimize VBG cord-271094-utpg9p5u 10 10 Digital Digital NNP cord-271094-utpg9p5u 10 11 Inbound Inbound NNP cord-271094-utpg9p5u 10 12 Marketing Marketing NNP cord-271094-utpg9p5u 10 13 in in IN cord-271094-utpg9p5u 10 14 line line NN cord-271094-utpg9p5u 10 15 with with IN cord-271094-utpg9p5u 10 16 the the DT cord-271094-utpg9p5u 10 17 established establish VBN cord-271094-utpg9p5u 10 18 model model NN cord-271094-utpg9p5u 10 19 . . . cord-271094-utpg9p5u 11 1 Differences difference NNS cord-271094-utpg9p5u 11 2 are be VBP cord-271094-utpg9p5u 11 3 identified identify VBN cord-271094-utpg9p5u 11 4 depending depend VBG cord-271094-utpg9p5u 11 5 on on IN cord-271094-utpg9p5u 11 6 the the DT cord-271094-utpg9p5u 11 7 type type NN cord-271094-utpg9p5u 11 8 of of IN cord-271094-utpg9p5u 11 9 format format NN cord-271094-utpg9p5u 11 10 ( ( -LRB- cord-271094-utpg9p5u 11 11 pure pure JJ cord-271094-utpg9p5u 11 12 player player NN cord-271094-utpg9p5u 11 13 versus versus IN cord-271094-utpg9p5u 11 14 brick brick NN cord-271094-utpg9p5u 11 15 and and CC cord-271094-utpg9p5u 11 16 mortar mortar NN cord-271094-utpg9p5u 11 17 ) ) -RRB- cord-271094-utpg9p5u 11 18 and and CC cord-271094-utpg9p5u 11 19 at at IN cord-271094-utpg9p5u 11 20 the the DT cord-271094-utpg9p5u 11 21 country country NN cord-271094-utpg9p5u 11 22 level level NN cord-271094-utpg9p5u 11 23 ( ( -LRB- cord-271094-utpg9p5u 11 24 UK UK NNP cord-271094-utpg9p5u 11 25 and and CC cord-271094-utpg9p5u 11 26 USA USA NNP cord-271094-utpg9p5u 11 27 versus versus IN cord-271094-utpg9p5u 11 28 others other NNS cord-271094-utpg9p5u 11 29 ) ) -RRB- cord-271094-utpg9p5u 11 30 . . . cord-271094-utpg9p5u 12 1 The the DT cord-271094-utpg9p5u 12 2 market market NN cord-271094-utpg9p5u 12 3 entry entry NN cord-271094-utpg9p5u 12 4 of of IN cord-271094-utpg9p5u 12 5 pure pure JJ cord-271094-utpg9p5u 12 6 players player NNS cord-271094-utpg9p5u 12 7 ( ( -LRB- cord-271094-utpg9p5u 12 8 PP PP NNP cord-271094-utpg9p5u 12 9 ) ) -RRB- cord-271094-utpg9p5u 12 10 , , , cord-271094-utpg9p5u 12 11 with with IN cord-271094-utpg9p5u 12 12 its -PRON- PRP$ cord-271094-utpg9p5u 12 13 innovative innovative JJ cord-271094-utpg9p5u 12 14 management management NN cord-271094-utpg9p5u 12 15 and and CC cord-271094-utpg9p5u 12 16 marketing marketing NN cord-271094-utpg9p5u 12 17 techniques technique NNS cord-271094-utpg9p5u 12 18 ( ( -LRB- cord-271094-utpg9p5u 12 19 Philipp Philipp NNP cord-271094-utpg9p5u 12 20 , , , cord-271094-utpg9p5u 12 21 2013 2013 CD cord-271094-utpg9p5u 12 22 ; ; : cord-271094-utpg9p5u 12 23 Verhoef Verhoef NNP cord-271094-utpg9p5u 12 24 et et FW cord-271094-utpg9p5u 12 25 al al NNP cord-271094-utpg9p5u 12 26 . . NNP cord-271094-utpg9p5u 12 27 , , , cord-271094-utpg9p5u 12 28 2019 2019 CD cord-271094-utpg9p5u 12 29 ) ) -RRB- cord-271094-utpg9p5u 12 30 , , , cord-271094-utpg9p5u 12 31 has have VBZ cord-271094-utpg9p5u 12 32 seen see VBN cord-271094-utpg9p5u 12 33 a a DT cord-271094-utpg9p5u 12 34 revival revival NN cord-271094-utpg9p5u 12 35 in in IN cord-271094-utpg9p5u 12 36 retailing retailing NN cord-271094-utpg9p5u 12 37 . . . cord-271094-utpg9p5u 13 1 Click click VB cord-271094-utpg9p5u 13 2 and and CC cord-271094-utpg9p5u 13 3 mortar mortar NN cord-271094-utpg9p5u 13 4 ( ( -LRB- cord-271094-utpg9p5u 13 5 CM CM NNP cord-271094-utpg9p5u 13 6 ) ) -RRB- cord-271094-utpg9p5u 13 7 have have VBP cord-271094-utpg9p5u 13 8 adapted adapt VBN cord-271094-utpg9p5u 13 9 ( ( -LRB- cord-271094-utpg9p5u 13 10 or or CC cord-271094-utpg9p5u 13 11 are be VBP cord-271094-utpg9p5u 13 12 adapting adapt VBG cord-271094-utpg9p5u 13 13 ) ) -RRB- cord-271094-utpg9p5u 13 14 processes process NNS cord-271094-utpg9p5u 13 15 associated associate VBN cord-271094-utpg9p5u 13 16 with with IN cord-271094-utpg9p5u 13 17 different different JJ cord-271094-utpg9p5u 13 18 areas area NNS cord-271094-utpg9p5u 13 19 of of IN cord-271094-utpg9p5u 13 20 digital digital JJ cord-271094-utpg9p5u 13 21 commerce commerce NN cord-271094-utpg9p5u 13 22 : : : cord-271094-utpg9p5u 13 23 tangible tangible JJ cord-271094-utpg9p5u 13 24 and and CC cord-271094-utpg9p5u 13 25 intangible intangible JJ cord-271094-utpg9p5u 13 26 services service NNS cord-271094-utpg9p5u 13 27 and and CC cord-271094-utpg9p5u 13 28 resources resource NNS cord-271094-utpg9p5u 13 29 ( ( -LRB- cord-271094-utpg9p5u 13 30 Cronin Cronin NNP cord-271094-utpg9p5u 13 31 , , , cord-271094-utpg9p5u 13 32 2016 2016 CD cord-271094-utpg9p5u 13 33 ; ; . cord-271094-utpg9p5u 14 1 Beitelspacher Beitelspacher NNP cord-271094-utpg9p5u 14 2 et et NNP cord-271094-utpg9p5u 14 3 al al NNP cord-271094-utpg9p5u 14 4 . . NNP cord-271094-utpg9p5u 14 5 , , , cord-271094-utpg9p5u 14 6 2012 2012 CD cord-271094-utpg9p5u 14 7 ) ) -RRB- cord-271094-utpg9p5u 14 8 , , , cord-271094-utpg9p5u 14 9 logistics logistics NN cord-271094-utpg9p5u 14 10 and and CC cord-271094-utpg9p5u 14 11 product product NN cord-271094-utpg9p5u 14 12 delivery delivery NN cord-271094-utpg9p5u 15 1 ( ( -LRB- cord-271094-utpg9p5u 15 2 Hänninen Hänninen NNP cord-271094-utpg9p5u 15 3 et et NNP cord-271094-utpg9p5u 15 4 al al NNP cord-271094-utpg9p5u 15 5 . . NNP cord-271094-utpg9p5u 15 6 , , , cord-271094-utpg9p5u 15 7 2018 2018 CD cord-271094-utpg9p5u 15 8 ) ) -RRB- cord-271094-utpg9p5u 15 9 , , , cord-271094-utpg9p5u 15 10 brand brand NN cord-271094-utpg9p5u 15 11 influence influence NN cord-271094-utpg9p5u 15 12 ( ( -LRB- cord-271094-utpg9p5u 15 13 Zarantonello Zarantonello NNP cord-271094-utpg9p5u 15 14 and and CC cord-271094-utpg9p5u 15 15 Pauwels Pauwels NNP cord-271094-utpg9p5u 15 16 - - HYPH cord-271094-utpg9p5u 15 17 Delassus Delassus NNP cord-271094-utpg9p5u 15 18 , , , cord-271094-utpg9p5u 15 19 2015 2015 CD cord-271094-utpg9p5u 15 20 ) ) -RRB- cord-271094-utpg9p5u 15 21 , , , cord-271094-utpg9p5u 15 22 product product NN cord-271094-utpg9p5u 15 23 selection selection NN cord-271094-utpg9p5u 15 24 , , , cord-271094-utpg9p5u 15 25 presentation presentation NN cord-271094-utpg9p5u 15 26 format format NN cord-271094-utpg9p5u 15 27 and and CC cord-271094-utpg9p5u 15 28 demand demand NN cord-271094-utpg9p5u 15 29 forecast forecast NN cord-271094-utpg9p5u 15 30 ( ( -LRB- cord-271094-utpg9p5u 15 31 Boyd Boyd NNP cord-271094-utpg9p5u 15 32 and and CC cord-271094-utpg9p5u 15 33 Bahn Bahn NNP cord-271094-utpg9p5u 15 34 , , , cord-271094-utpg9p5u 15 35 2009 2009 CD cord-271094-utpg9p5u 15 36 ; ; . cord-271094-utpg9p5u 16 1 Cenamor Cenamor NNP cord-271094-utpg9p5u 16 2 et et NNP cord-271094-utpg9p5u 16 3 al al NNP cord-271094-utpg9p5u 16 4 . . NNP cord-271094-utpg9p5u 16 5 , , , cord-271094-utpg9p5u 16 6 2019 2019 CD cord-271094-utpg9p5u 16 7 ; ; : cord-271094-utpg9p5u 16 8 Chong Chong NNP cord-271094-utpg9p5u 16 9 et et NNP cord-271094-utpg9p5u 16 10 al al NNP cord-271094-utpg9p5u 16 11 . . NNP cord-271094-utpg9p5u 16 12 , , , cord-271094-utpg9p5u 16 13 2017 2017 CD cord-271094-utpg9p5u 16 14 ) ) -RRB- cord-271094-utpg9p5u 16 15 , , , cord-271094-utpg9p5u 16 16 dynamic dynamic JJ cord-271094-utpg9p5u 16 17 price price NN cord-271094-utpg9p5u 16 18 setting setting NN cord-271094-utpg9p5u 16 19 ( ( -LRB- cord-271094-utpg9p5u 16 20 Petrescu Petrescu NNP cord-271094-utpg9p5u 16 21 , , , cord-271094-utpg9p5u 16 22 2011 2011 CD cord-271094-utpg9p5u 16 23 ; ; : cord-271094-utpg9p5u 16 24 Cebollada Cebollada NNP cord-271094-utpg9p5u 16 25 et et NNP cord-271094-utpg9p5u 16 26 al al NNP cord-271094-utpg9p5u 16 27 . . NNP cord-271094-utpg9p5u 16 28 , , , cord-271094-utpg9p5u 16 29 2019 2019 CD cord-271094-utpg9p5u 16 30 ) ) -RRB- cord-271094-utpg9p5u 16 31 , , , cord-271094-utpg9p5u 16 32 and and CC cord-271094-utpg9p5u 16 33 management management NN cord-271094-utpg9p5u 16 34 of of IN cord-271094-utpg9p5u 16 35 offers offer NNS cord-271094-utpg9p5u 16 36 , , , cord-271094-utpg9p5u 16 37 promotions promotion NNS cord-271094-utpg9p5u 16 38 and and CC cord-271094-utpg9p5u 16 39 recommendations recommendation NNS cord-271094-utpg9p5u 16 40 by by IN cord-271094-utpg9p5u 16 41 other other JJ cord-271094-utpg9p5u 16 42 users user NNS cord-271094-utpg9p5u 16 43 ( ( -LRB- cord-271094-utpg9p5u 16 44 Chong Chong NNP cord-271094-utpg9p5u 16 45 et et NNP cord-271094-utpg9p5u 16 46 al al NNP cord-271094-utpg9p5u 16 47 . . NNP cord-271094-utpg9p5u 16 48 , , , cord-271094-utpg9p5u 16 49 2016 2016 CD cord-271094-utpg9p5u 16 50 ; ; : cord-271094-utpg9p5u 16 51 Breugelmans Breugelmans NNPS cord-271094-utpg9p5u 16 52 and and CC cord-271094-utpg9p5u 16 53 Campo Campo NNP cord-271094-utpg9p5u 16 54 , , , cord-271094-utpg9p5u 16 55 2016 2016 CD cord-271094-utpg9p5u 16 56 ) ) -RRB- cord-271094-utpg9p5u 16 57 . . . cord-271094-utpg9p5u 17 1 Digital Digital NNP cord-271094-utpg9p5u 17 2 Inbound Inbound NNP cord-271094-utpg9p5u 17 3 Marketing Marketing NNP cord-271094-utpg9p5u 17 4 ( ( -LRB- cord-271094-utpg9p5u 17 5 DIM DIM NNP cord-271094-utpg9p5u 17 6 ) ) -RRB- cord-271094-utpg9p5u 17 7 has have VBZ cord-271094-utpg9p5u 17 8 also also RB cord-271094-utpg9p5u 17 9 been be VBN cord-271094-utpg9p5u 17 10 studied study VBN cord-271094-utpg9p5u 17 11 in in IN cord-271094-utpg9p5u 17 12 the the DT cord-271094-utpg9p5u 17 13 marketing marketing NN cord-271094-utpg9p5u 17 14 literature literature NN cord-271094-utpg9p5u 17 15 from from IN cord-271094-utpg9p5u 17 16 a a DT cord-271094-utpg9p5u 17 17 perspective perspective NN cord-271094-utpg9p5u 17 18 that that WDT cord-271094-utpg9p5u 17 19 contemplates contemplate VBZ cord-271094-utpg9p5u 17 20 its -PRON- PRP$ cord-271094-utpg9p5u 17 21 conceptualization conceptualization NN cord-271094-utpg9p5u 17 22 , , , cord-271094-utpg9p5u 17 23 its -PRON- PRP$ cord-271094-utpg9p5u 17 24 different different JJ cord-271094-utpg9p5u 17 25 techniques technique NNS cord-271094-utpg9p5u 17 26 , , , cord-271094-utpg9p5u 17 27 its -PRON- PRP$ cord-271094-utpg9p5u 17 28 function function NN cord-271094-utpg9p5u 17 29 within within IN cord-271094-utpg9p5u 17 30 the the DT cord-271094-utpg9p5u 17 31 marketing marketing NN cord-271094-utpg9p5u 17 32 system system NN cord-271094-utpg9p5u 17 33 in in IN cord-271094-utpg9p5u 17 34 general general JJ cord-271094-utpg9p5u 17 35 , , , cord-271094-utpg9p5u 17 36 and and CC cord-271094-utpg9p5u 17 37 its -PRON- PRP$ cord-271094-utpg9p5u 17 38 own own JJ cord-271094-utpg9p5u 17 39 application application NN cord-271094-utpg9p5u 17 40 or or CC cord-271094-utpg9p5u 17 41 management management NN cord-271094-utpg9p5u 18 1 ( ( -LRB- cord-271094-utpg9p5u 18 2 Bleoju Bleoju NNP cord-271094-utpg9p5u 18 3 et et NNP cord-271094-utpg9p5u 18 4 al al NNP cord-271094-utpg9p5u 18 5 . . NNP cord-271094-utpg9p5u 18 6 , , , cord-271094-utpg9p5u 18 7 2016 2016 CD cord-271094-utpg9p5u 18 8 ; ; : cord-271094-utpg9p5u 18 9 Halligan Halligan NNP cord-271094-utpg9p5u 18 10 and and CC cord-271094-utpg9p5u 18 11 Shah Shah NNP cord-271094-utpg9p5u 18 12 , , , cord-271094-utpg9p5u 18 13 2009 2009 CD cord-271094-utpg9p5u 18 14 ; ; : cord-271094-utpg9p5u 18 15 Hernández Hernández NNP cord-271094-utpg9p5u 18 16 et et NNP cord-271094-utpg9p5u 18 17 al al NNP cord-271094-utpg9p5u 18 18 . . NNP cord-271094-utpg9p5u 18 19 , , , cord-271094-utpg9p5u 18 20 2010 2010 CD cord-271094-utpg9p5u 18 21 ; ; : cord-271094-utpg9p5u 18 22 Opreana Opreana NNP cord-271094-utpg9p5u 18 23 and and CC cord-271094-utpg9p5u 18 24 Vinerean Vinerean NNP cord-271094-utpg9p5u 18 25 , , , cord-271094-utpg9p5u 18 26 2015 2015 CD cord-271094-utpg9p5u 18 27 ; ; : cord-271094-utpg9p5u 18 28 Vieira Vieira NNP cord-271094-utpg9p5u 18 29 et et NNP cord-271094-utpg9p5u 18 30 al al NNP cord-271094-utpg9p5u 18 31 . . NNP cord-271094-utpg9p5u 18 32 , , , cord-271094-utpg9p5u 18 33 2019 2019 CD cord-271094-utpg9p5u 18 34 ; ; : cord-271094-utpg9p5u 18 35 Patrutiu Patrutiu NNP cord-271094-utpg9p5u 18 36 - - HYPH cord-271094-utpg9p5u 18 37 Baltes Baltes NNP cord-271094-utpg9p5u 18 38 , , , cord-271094-utpg9p5u 18 39 2016 2016 CD cord-271094-utpg9p5u 18 40 ) ) -RRB- cord-271094-utpg9p5u 18 41 . . . cord-271094-utpg9p5u 19 1 Hence hence RB cord-271094-utpg9p5u 19 2 , , , cord-271094-utpg9p5u 19 3 digitalization digitalization NN cord-271094-utpg9p5u 19 4 of of IN cord-271094-utpg9p5u 19 5 marketing marketing NN cord-271094-utpg9p5u 19 6 fuels fuel NNS cord-271094-utpg9p5u 19 7 the the DT cord-271094-utpg9p5u 19 8 buying buying NN cord-271094-utpg9p5u 19 9 process process NN cord-271094-utpg9p5u 19 10 in in IN cord-271094-utpg9p5u 19 11 all all DT cord-271094-utpg9p5u 19 12 its -PRON- PRP$ cord-271094-utpg9p5u 19 13 stages stage NNS cord-271094-utpg9p5u 19 14 ( ( -LRB- cord-271094-utpg9p5u 19 15 Dahiya Dahiya NNP cord-271094-utpg9p5u 19 16 , , , cord-271094-utpg9p5u 19 17 2018 2018 CD cord-271094-utpg9p5u 19 18 ) ) -RRB- cord-271094-utpg9p5u 19 19 , , , cord-271094-utpg9p5u 19 20 from from IN cord-271094-utpg9p5u 19 21 attraction attraction NN cord-271094-utpg9p5u 19 22 to to IN cord-271094-utpg9p5u 19 23 loyalty loyalty NN cord-271094-utpg9p5u 19 24 ( ( -LRB- cord-271094-utpg9p5u 19 25 Baye Baye NNP cord-271094-utpg9p5u 19 26 et et NNP cord-271094-utpg9p5u 19 27 al al NNP cord-271094-utpg9p5u 19 28 . . NNP cord-271094-utpg9p5u 19 29 , , , cord-271094-utpg9p5u 19 30 2015 2015 CD cord-271094-utpg9p5u 19 31 ; ; : cord-271094-utpg9p5u 19 32 Seitz Seitz NNP cord-271094-utpg9p5u 19 33 et et NNP cord-271094-utpg9p5u 19 34 al al NNP cord-271094-utpg9p5u 19 35 . . NNP cord-271094-utpg9p5u 19 36 , , , cord-271094-utpg9p5u 19 37 2017 2017 CD cord-271094-utpg9p5u 19 38 ; ; : cord-271094-utpg9p5u 19 39 Jun Jun NNP cord-271094-utpg9p5u 19 40 et et NNP cord-271094-utpg9p5u 19 41 al al NNP cord-271094-utpg9p5u 19 42 . . NNP cord-271094-utpg9p5u 19 43 , , , cord-271094-utpg9p5u 19 44 2014 2014 CD cord-271094-utpg9p5u 19 45 ; ; : cord-271094-utpg9p5u 19 46 Melis Melis NNP cord-271094-utpg9p5u 19 47 et et NNP cord-271094-utpg9p5u 19 48 al al NNP cord-271094-utpg9p5u 19 49 . . NNP cord-271094-utpg9p5u 19 50 , , , cord-271094-utpg9p5u 19 51 2015 2015 CD cord-271094-utpg9p5u 19 52 ) ) -RRB- cord-271094-utpg9p5u 19 53 , , , cord-271094-utpg9p5u 19 54 but but CC cord-271094-utpg9p5u 19 55 concrete concrete JJ cord-271094-utpg9p5u 19 56 analytical analytical JJ cord-271094-utpg9p5u 19 57 guidance guidance NN cord-271094-utpg9p5u 19 58 is be VBZ cord-271094-utpg9p5u 19 59 sparse sparse JJ cord-271094-utpg9p5u 19 60 . . . cord-271094-utpg9p5u 20 1 In in IN cord-271094-utpg9p5u 20 2 particular particular JJ cord-271094-utpg9p5u 20 3 , , , cord-271094-utpg9p5u 20 4 regarding regard VBG cord-271094-utpg9p5u 20 5 the the DT cord-271094-utpg9p5u 20 6 optimization optimization NN cord-271094-utpg9p5u 20 7 of of IN cord-271094-utpg9p5u 20 8 investment investment NN cord-271094-utpg9p5u 20 9 in in IN cord-271094-utpg9p5u 20 10 advertising advertising NN cord-271094-utpg9p5u 20 11 and and CC cord-271094-utpg9p5u 20 12 marketing marketing NN cord-271094-utpg9p5u 20 13 , , , cord-271094-utpg9p5u 20 14 which which WDT cord-271094-utpg9p5u 20 15 has have VBZ cord-271094-utpg9p5u 20 16 been be VBN cord-271094-utpg9p5u 20 17 addressed address VBN cord-271094-utpg9p5u 20 18 by by IN cord-271094-utpg9p5u 20 19 several several JJ cord-271094-utpg9p5u 20 20 authors author NNS cord-271094-utpg9p5u 20 21 ( ( -LRB- cord-271094-utpg9p5u 20 22 Bagwell Bagwell NNP cord-271094-utpg9p5u 20 23 , , , cord-271094-utpg9p5u 20 24 2007 2007 CD cord-271094-utpg9p5u 20 25 ; ; : cord-271094-utpg9p5u 20 26 Corfman Corfman NNP cord-271094-utpg9p5u 20 27 and and CC cord-271094-utpg9p5u 20 28 Lehmann Lehmann NNP cord-271094-utpg9p5u 20 29 , , , cord-271094-utpg9p5u 20 30 1994 1994 CD cord-271094-utpg9p5u 20 31 ; ; : cord-271094-utpg9p5u 20 32 Cooper Cooper NNP cord-271094-utpg9p5u 20 33 and and CC cord-271094-utpg9p5u 20 34 Nakanishi Nakanishi NNP cord-271094-utpg9p5u 20 35 , , , cord-271094-utpg9p5u 20 36 1988 1988 CD cord-271094-utpg9p5u 20 37 ; ; : cord-271094-utpg9p5u 20 38 Eryigit Eryigit NNP cord-271094-utpg9p5u 20 39 , , , cord-271094-utpg9p5u 20 40 2017 2017 CD cord-271094-utpg9p5u 20 41 ; ; : cord-271094-utpg9p5u 20 42 Kienzler Kienzler NNP cord-271094-utpg9p5u 20 43 and and CC cord-271094-utpg9p5u 20 44 Lischka Lischka NNP cord-271094-utpg9p5u 20 45 , , , cord-271094-utpg9p5u 20 46 2015 2015 CD cord-271094-utpg9p5u 20 47 ; ; : cord-271094-utpg9p5u 20 48 Wierenga Wierenga NNP cord-271094-utpg9p5u 20 49 , , , cord-271094-utpg9p5u 20 50 2008 2008 CD cord-271094-utpg9p5u 20 51 ) ) -RRB- cord-271094-utpg9p5u 20 52 , , , cord-271094-utpg9p5u 20 53 the the DT cord-271094-utpg9p5u 20 54 nature nature NN cord-271094-utpg9p5u 20 55 of of IN cord-271094-utpg9p5u 20 56 DIM dim NN cord-271094-utpg9p5u 20 57 changes change VBZ cord-271094-utpg9p5u 20 58 the the DT cord-271094-utpg9p5u 20 59 cost cost NN cord-271094-utpg9p5u 20 60 structure structure NN cord-271094-utpg9p5u 20 61 of of IN cord-271094-utpg9p5u 20 62 advertising advertising NN cord-271094-utpg9p5u 20 63 and and CC cord-271094-utpg9p5u 20 64 marketing marketing NN cord-271094-utpg9p5u 20 65 ( ( -LRB- cord-271094-utpg9p5u 20 66 Frohmann Frohmann NNP cord-271094-utpg9p5u 20 67 , , , cord-271094-utpg9p5u 20 68 2018 2018 CD cord-271094-utpg9p5u 20 69 ) ) -RRB- cord-271094-utpg9p5u 20 70 . . . cord-271094-utpg9p5u 21 1 The the DT cord-271094-utpg9p5u 21 2 techniques technique NNS cord-271094-utpg9p5u 21 3 of of IN cord-271094-utpg9p5u 21 4 SEM SEM NNP cord-271094-utpg9p5u 21 5 , , , cord-271094-utpg9p5u 21 6 backlinks backlink NNS cord-271094-utpg9p5u 21 7 ( ( -LRB- cord-271094-utpg9p5u 21 8 in in IN cord-271094-utpg9p5u 21 9 the the DT cord-271094-utpg9p5u 21 10 form form NN cord-271094-utpg9p5u 21 11 of of IN cord-271094-utpg9p5u 21 12 external external JJ cord-271094-utpg9p5u 21 13 links link NNS cord-271094-utpg9p5u 21 14 ) ) -RRB- cord-271094-utpg9p5u 21 15 , , , cord-271094-utpg9p5u 21 16 and and CC cord-271094-utpg9p5u 21 17 display display NN cord-271094-utpg9p5u 21 18 require require VBP cord-271094-utpg9p5u 21 19 an an DT cord-271094-utpg9p5u 21 20 explicit explicit JJ cord-271094-utpg9p5u 21 21 marketing marketing NN cord-271094-utpg9p5u 21 22 expense expense NN cord-271094-utpg9p5u 21 23 ( ( -LRB- cord-271094-utpg9p5u 21 24 Goldfarb Goldfarb NNP cord-271094-utpg9p5u 21 25 , , , cord-271094-utpg9p5u 21 26 2002 2002 CD cord-271094-utpg9p5u 21 27 ) ) -RRB- cord-271094-utpg9p5u 21 28 . . . cord-271094-utpg9p5u 22 1 The the DT cord-271094-utpg9p5u 22 2 amount amount NN cord-271094-utpg9p5u 22 3 of of IN cord-271094-utpg9p5u 22 4 the the DT cord-271094-utpg9p5u 22 5 budget budget NN cord-271094-utpg9p5u 22 6 to to TO cord-271094-utpg9p5u 22 7 be be VB cord-271094-utpg9p5u 22 8 invested invest VBN cord-271094-utpg9p5u 22 9 by by IN cord-271094-utpg9p5u 22 10 the the DT cord-271094-utpg9p5u 22 11 marketing marketing NN cord-271094-utpg9p5u 22 12 department department NN cord-271094-utpg9p5u 22 13 depends depend VBZ cord-271094-utpg9p5u 22 14 mainly mainly RB cord-271094-utpg9p5u 22 15 on on IN cord-271094-utpg9p5u 22 16 the the DT cord-271094-utpg9p5u 22 17 selected select VBN cord-271094-utpg9p5u 22 18 Internet internet NN cord-271094-utpg9p5u 22 19 media medium NNS cord-271094-utpg9p5u 22 20 type type NN cord-271094-utpg9p5u 22 21 in in IN cord-271094-utpg9p5u 22 22 which which WDT cord-271094-utpg9p5u 22 23 it -PRON- PRP cord-271094-utpg9p5u 22 24 is be VBZ cord-271094-utpg9p5u 22 25 advertised advertise VBN cord-271094-utpg9p5u 22 26 , , , cord-271094-utpg9p5u 22 27 type type NN cord-271094-utpg9p5u 22 28 of of IN cord-271094-utpg9p5u 22 29 content content NN cord-271094-utpg9p5u 22 30 ( ( -LRB- cord-271094-utpg9p5u 22 31 video video NN cord-271094-utpg9p5u 22 32 , , , cord-271094-utpg9p5u 22 33 image image NN cord-271094-utpg9p5u 22 34 , , , cord-271094-utpg9p5u 22 35 text text NN cord-271094-utpg9p5u 22 36 ) ) -RRB- cord-271094-utpg9p5u 22 37 , , , cord-271094-utpg9p5u 22 38 characteristics characteristic NNS cord-271094-utpg9p5u 22 39 ( ( -LRB- cord-271094-utpg9p5u 22 40 size size NN cord-271094-utpg9p5u 22 41 , , , cord-271094-utpg9p5u 22 42 position position NN cord-271094-utpg9p5u 22 43 on on IN cord-271094-utpg9p5u 22 44 the the DT cord-271094-utpg9p5u 22 45 website website NN cord-271094-utpg9p5u 22 46 ) ) -RRB- cord-271094-utpg9p5u 22 47 , , , cord-271094-utpg9p5u 22 48 selected select VBN cord-271094-utpg9p5u 22 49 keywords keyword NNS cord-271094-utpg9p5u 22 50 , , , cord-271094-utpg9p5u 22 51 and and CC cord-271094-utpg9p5u 22 52 the the DT cord-271094-utpg9p5u 22 53 obtained obtain VBN cord-271094-utpg9p5u 22 54 website website NN cord-271094-utpg9p5u 22 55 visits visit NNS cord-271094-utpg9p5u 22 56 ( ( -LRB- cord-271094-utpg9p5u 22 57 " " `` cord-271094-utpg9p5u 22 58 performance performance NN cord-271094-utpg9p5u 22 59 - - HYPH cord-271094-utpg9p5u 22 60 based base VBN cord-271094-utpg9p5u 22 61 " " '' cord-271094-utpg9p5u 22 62 ) ) -RRB- cord-271094-utpg9p5u 22 63 for for IN cord-271094-utpg9p5u 22 64 the the DT cord-271094-utpg9p5u 22 65 e e NNP cord-271094-utpg9p5u 22 66 - - NN cord-271094-utpg9p5u 22 67 commerce commerce NN cord-271094-utpg9p5u 22 68 ( ( -LRB- cord-271094-utpg9p5u 22 69 Melis Melis NNP cord-271094-utpg9p5u 22 70 et et NNP cord-271094-utpg9p5u 22 71 al al NNP cord-271094-utpg9p5u 22 72 . . NNP cord-271094-utpg9p5u 22 73 , , , cord-271094-utpg9p5u 22 74 2015 2015 CD cord-271094-utpg9p5u 22 75 ; ; : cord-271094-utpg9p5u 22 76 Halbheer Halbheer NNP cord-271094-utpg9p5u 22 77 et et NNP cord-271094-utpg9p5u 22 78 al al NNP cord-271094-utpg9p5u 22 79 . . . cord-271094-utpg9p5u 23 1 , , , cord-271094-utpg9p5u 23 2 2014 2014 CD cord-271094-utpg9p5u 23 3 ) ) -RRB- cord-271094-utpg9p5u 23 4 . . . cord-271094-utpg9p5u 24 1 SEO SEO NNP cord-271094-utpg9p5u 24 2 and and CC cord-271094-utpg9p5u 24 3 backlinks backlink NNS cord-271094-utpg9p5u 24 4 ( ( -LRB- cord-271094-utpg9p5u 24 5 in in IN cord-271094-utpg9p5u 24 6 the the DT cord-271094-utpg9p5u 24 7 form form NN cord-271094-utpg9p5u 24 8 of of IN cord-271094-utpg9p5u 24 9 internal internal JJ cord-271094-utpg9p5u 24 10 links link NNS cord-271094-utpg9p5u 24 11 ) ) -RRB- cord-271094-utpg9p5u 24 12 involve involve VBP cord-271094-utpg9p5u 24 13 internal internal JJ cord-271094-utpg9p5u 24 14 costs cost NNS cord-271094-utpg9p5u 24 15 generated generate VBN cord-271094-utpg9p5u 24 16 from from IN cord-271094-utpg9p5u 24 17 the the DT cord-271094-utpg9p5u 24 18 company company NN cord-271094-utpg9p5u 24 19 's 's POS cord-271094-utpg9p5u 24 20 own own JJ cord-271094-utpg9p5u 24 21 structure structure NN cord-271094-utpg9p5u 24 22 ( ( -LRB- cord-271094-utpg9p5u 24 23 Ziakis Ziakis NNP cord-271094-utpg9p5u 24 24 et et NNP cord-271094-utpg9p5u 24 25 al al NNP cord-271094-utpg9p5u 24 26 . . NNP cord-271094-utpg9p5u 24 27 , , , cord-271094-utpg9p5u 24 28 2019 2019 CD cord-271094-utpg9p5u 24 29 ) ) -RRB- cord-271094-utpg9p5u 24 30 . . . cord-271094-utpg9p5u 25 1 This this DT cord-271094-utpg9p5u 25 2 triggers trigger VBZ cord-271094-utpg9p5u 25 3 our -PRON- PRP$ cord-271094-utpg9p5u 25 4 research research NN cord-271094-utpg9p5u 25 5 question question NN cord-271094-utpg9p5u 25 6 on on IN cord-271094-utpg9p5u 25 7 how how WRB cord-271094-utpg9p5u 25 8 the the DT cord-271094-utpg9p5u 25 9 standard standard JJ cord-271094-utpg9p5u 25 10 theory theory NN cord-271094-utpg9p5u 25 11 of of IN cord-271094-utpg9p5u 25 12 optimal optimal JJ cord-271094-utpg9p5u 25 13 advertising advertising NN cord-271094-utpg9p5u 25 14 can can MD cord-271094-utpg9p5u 25 15 be be VB cord-271094-utpg9p5u 25 16 used use VBN cord-271094-utpg9p5u 25 17 in in IN cord-271094-utpg9p5u 25 18 the the DT cord-271094-utpg9p5u 25 19 digital digital JJ cord-271094-utpg9p5u 25 20 environment environment NN cord-271094-utpg9p5u 25 21 understanding understand VBG cord-271094-utpg9p5u 25 22 its -PRON- PRP$ cord-271094-utpg9p5u 25 23 performance performance NN cord-271094-utpg9p5u 25 24 and and CC cord-271094-utpg9p5u 25 25 optimal optimal JJ cord-271094-utpg9p5u 25 26 composition composition NN cord-271094-utpg9p5u 25 27 and and CC cord-271094-utpg9p5u 25 28 whether whether IN cord-271094-utpg9p5u 25 29 we -PRON- PRP cord-271094-utpg9p5u 25 30 see see VBP cord-271094-utpg9p5u 25 31 this this DT cord-271094-utpg9p5u 25 32 reflected reflect VBN cord-271094-utpg9p5u 25 33 in in IN cord-271094-utpg9p5u 25 34 firm firm JJ cord-271094-utpg9p5u 25 35 behavior behavior NN cord-271094-utpg9p5u 25 36 . . . cord-271094-utpg9p5u 26 1 That that RB cord-271094-utpg9p5u 26 2 is is RB cord-271094-utpg9p5u 26 3 , , , cord-271094-utpg9p5u 26 4 our -PRON- PRP$ cord-271094-utpg9p5u 26 5 goal goal NN cord-271094-utpg9p5u 26 6 consists consist VBZ cord-271094-utpg9p5u 26 7 of of IN cord-271094-utpg9p5u 26 8 analytically analytically RB cord-271094-utpg9p5u 26 9 exploring explore VBG cord-271094-utpg9p5u 26 10 the the DT cord-271094-utpg9p5u 26 11 relationship relationship NN cord-271094-utpg9p5u 26 12 between between IN cord-271094-utpg9p5u 26 13 DIM dim NN cord-271094-utpg9p5u 26 14 and and CC cord-271094-utpg9p5u 26 15 performance performance NN cord-271094-utpg9p5u 26 16 in in IN cord-271094-utpg9p5u 26 17 terms term NNS cord-271094-utpg9p5u 26 18 of of IN cord-271094-utpg9p5u 26 19 economic economic JJ cord-271094-utpg9p5u 26 20 efficiency efficiency NN cord-271094-utpg9p5u 26 21 analysis analysis NN cord-271094-utpg9p5u 26 22 ( ( -LRB- cord-271094-utpg9p5u 26 23 Green Green NNP cord-271094-utpg9p5u 26 24 , , , cord-271094-utpg9p5u 26 25 2008 2008 CD cord-271094-utpg9p5u 26 26 ) ) -RRB- cord-271094-utpg9p5u 26 27 . . . cord-271094-utpg9p5u 27 1 Concretely concretely RB cord-271094-utpg9p5u 27 2 , , , cord-271094-utpg9p5u 27 3 in in IN cord-271094-utpg9p5u 27 4 the the DT cord-271094-utpg9p5u 27 5 environment environment NN cord-271094-utpg9p5u 27 6 of of IN cord-271094-utpg9p5u 27 7 grocery grocery NN cord-271094-utpg9p5u 27 8 e e NNP cord-271094-utpg9p5u 27 9 - - NN cord-271094-utpg9p5u 27 10 commerce commerce NN cord-271094-utpg9p5u 27 11 ( ( -LRB- cord-271094-utpg9p5u 27 12 GE GE NNP cord-271094-utpg9p5u 27 13 ) ) -RRB- cord-271094-utpg9p5u 27 14 and and CC cord-271094-utpg9p5u 27 15 from from IN cord-271094-utpg9p5u 27 16 a a DT cord-271094-utpg9p5u 27 17 classic classic JJ cord-271094-utpg9p5u 27 18 economic economic JJ cord-271094-utpg9p5u 27 19 perspective perspective NN cord-271094-utpg9p5u 27 20 of of IN cord-271094-utpg9p5u 27 21 evaluation evaluation NN cord-271094-utpg9p5u 27 22 of of IN cord-271094-utpg9p5u 27 23 the the DT cord-271094-utpg9p5u 27 24 optimal optimal JJ cord-271094-utpg9p5u 27 25 marketing marketing NN cord-271094-utpg9p5u 27 26 budget budget NN cord-271094-utpg9p5u 27 27 of of IN cord-271094-utpg9p5u 27 28 Dorfman Dorfman NNP cord-271094-utpg9p5u 27 29 and and CC cord-271094-utpg9p5u 27 30 Steiner Steiner NNP cord-271094-utpg9p5u 27 31 ( ( -LRB- cord-271094-utpg9p5u 27 32 1954 1954 CD cord-271094-utpg9p5u 27 33 ) ) -RRB- cord-271094-utpg9p5u 27 34 , , , cord-271094-utpg9p5u 27 35 which which WDT cord-271094-utpg9p5u 27 36 has have VBZ cord-271094-utpg9p5u 27 37 been be VBN cord-271094-utpg9p5u 27 38 adapted adapt VBN cord-271094-utpg9p5u 27 39 by by IN cord-271094-utpg9p5u 27 40 the the DT cord-271094-utpg9p5u 27 41 authors author NNS cord-271094-utpg9p5u 27 42 of of IN cord-271094-utpg9p5u 27 43 this this DT cord-271094-utpg9p5u 27 44 research research NN cord-271094-utpg9p5u 27 45 to to IN cord-271094-utpg9p5u 27 46 the the DT cord-271094-utpg9p5u 27 47 nature nature NN cord-271094-utpg9p5u 27 48 of of IN cord-271094-utpg9p5u 27 49 digital digital JJ cord-271094-utpg9p5u 27 50 marketing marketing NN cord-271094-utpg9p5u 27 51 , , , cord-271094-utpg9p5u 27 52 an an DT cord-271094-utpg9p5u 27 53 analytical analytical JJ cord-271094-utpg9p5u 27 54 model model NN cord-271094-utpg9p5u 27 55 is be VBZ cord-271094-utpg9p5u 27 56 proposed propose VBN cord-271094-utpg9p5u 27 57 which which WDT cord-271094-utpg9p5u 27 58 allows allow VBZ cord-271094-utpg9p5u 27 59 to to TO cord-271094-utpg9p5u 27 60 optimize optimize VB cord-271094-utpg9p5u 27 61 the the DT cord-271094-utpg9p5u 27 62 investment investment NN cord-271094-utpg9p5u 27 63 in in IN cord-271094-utpg9p5u 27 64 marketing marketing NN cord-271094-utpg9p5u 27 65 based base VBN cord-271094-utpg9p5u 27 66 on on IN cord-271094-utpg9p5u 27 67 a a DT cord-271094-utpg9p5u 27 68 marginal marginal JJ cord-271094-utpg9p5u 27 69 analysis analysis NN cord-271094-utpg9p5u 27 70 and and CC cord-271094-utpg9p5u 27 71 respond respond VB cord-271094-utpg9p5u 27 72 to to IN cord-271094-utpg9p5u 27 73 a a DT cord-271094-utpg9p5u 27 74 fundamental fundamental JJ cord-271094-utpg9p5u 27 75 question question NN cord-271094-utpg9p5u 27 76 in in IN cord-271094-utpg9p5u 27 77 DIM dim NN cord-271094-utpg9p5u 27 78 : : : cord-271094-utpg9p5u 27 79 the the DT cord-271094-utpg9p5u 27 80 analysis analysis NN cord-271094-utpg9p5u 27 81 of of IN cord-271094-utpg9p5u 27 82 its -PRON- PRP$ cord-271094-utpg9p5u 27 83 economic economic JJ cord-271094-utpg9p5u 27 84 performance performance NN cord-271094-utpg9p5u 27 85 . . . cord-271094-utpg9p5u 28 1 The the DT cord-271094-utpg9p5u 28 2 model model NN cord-271094-utpg9p5u 28 3 accounts account VBZ cord-271094-utpg9p5u 28 4 for for IN cord-271094-utpg9p5u 28 5 conversion conversion NN cord-271094-utpg9p5u 28 6 as as RB cord-271094-utpg9p5u 28 7 well well RB cord-271094-utpg9p5u 28 8 as as IN cord-271094-utpg9p5u 28 9 the the DT cord-271094-utpg9p5u 28 10 cost cost NN cord-271094-utpg9p5u 28 11 structure structure NN cord-271094-utpg9p5u 28 12 of of IN cord-271094-utpg9p5u 28 13 DIM dim JJ cord-271094-utpg9p5u 28 14 techniques technique NNS cord-271094-utpg9p5u 28 15 and and CC cord-271094-utpg9p5u 28 16 therefore therefore RB cord-271094-utpg9p5u 28 17 goes go VBZ cord-271094-utpg9p5u 28 18 beyond beyond IN cord-271094-utpg9p5u 28 19 just just RB cord-271094-utpg9p5u 28 20 focusing focus VBG cord-271094-utpg9p5u 28 21 on on IN cord-271094-utpg9p5u 28 22 the the DT cord-271094-utpg9p5u 28 23 sales sale NNS cord-271094-utpg9p5u 28 24 outcome outcome NN cord-271094-utpg9p5u 28 25 and and CC cord-271094-utpg9p5u 28 26 allows allow VBZ cord-271094-utpg9p5u 28 27 to to TO cord-271094-utpg9p5u 28 28 address address VB cord-271094-utpg9p5u 28 29 efficiency efficiency NN cord-271094-utpg9p5u 28 30 ( ( -LRB- cord-271094-utpg9p5u 28 31 desired desire VBN cord-271094-utpg9p5u 28 32 result result NN cord-271094-utpg9p5u 28 33 at at IN cord-271094-utpg9p5u 28 34 minimum minimum JJ cord-271094-utpg9p5u 28 35 costs cost NNS cord-271094-utpg9p5u 28 36 ) ) -RRB- cord-271094-utpg9p5u 28 37 . . . cord-271094-utpg9p5u 29 1 In in IN cord-271094-utpg9p5u 29 2 the the DT cord-271094-utpg9p5u 29 3 context context NN cord-271094-utpg9p5u 29 4 of of IN cord-271094-utpg9p5u 29 5 GE GE NNP cord-271094-utpg9p5u 29 6 , , , cord-271094-utpg9p5u 29 7 using use VBG cord-271094-utpg9p5u 29 8 search search NN cord-271094-utpg9p5u 29 9 traffic traffic NN cord-271094-utpg9p5u 29 10 data datum NNS cord-271094-utpg9p5u 29 11 , , , cord-271094-utpg9p5u 29 12 we -PRON- PRP cord-271094-utpg9p5u 29 13 conduct conduct VBP cord-271094-utpg9p5u 29 14 an an DT cord-271094-utpg9p5u 29 15 econometric econometric JJ cord-271094-utpg9p5u 29 16 analysis analysis NN cord-271094-utpg9p5u 29 17 to to TO cord-271094-utpg9p5u 29 18 test test VB cord-271094-utpg9p5u 29 19 the the DT cord-271094-utpg9p5u 29 20 hypothesis hypothesis NN cord-271094-utpg9p5u 29 21 that that IN cord-271094-utpg9p5u 29 22 the the DT cord-271094-utpg9p5u 29 23 firm firm JJ cord-271094-utpg9p5u 29 24 behavior behavior NN cord-271094-utpg9p5u 29 25 of of IN cord-271094-utpg9p5u 29 26 the the DT cord-271094-utpg9p5u 29 27 leading lead VBG cord-271094-utpg9p5u 29 28 grocery grocery NN cord-271094-utpg9p5u 29 29 e e NNP cord-271094-utpg9p5u 29 30 - - NN cord-271094-utpg9p5u 29 31 commerce commerce NN cord-271094-utpg9p5u 29 32 meets meet VBZ cord-271094-utpg9p5u 29 33 the the DT cord-271094-utpg9p5u 29 34 established establish VBN cord-271094-utpg9p5u 29 35 economic economic JJ cord-271094-utpg9p5u 29 36 optimality optimality NN cord-271094-utpg9p5u 29 37 of of IN cord-271094-utpg9p5u 29 38 DIM dim NN cord-271094-utpg9p5u 29 39 . . . cord-271094-utpg9p5u 30 1 Additionally additionally RB cord-271094-utpg9p5u 30 2 , , , cord-271094-utpg9p5u 30 3 with with IN cord-271094-utpg9p5u 30 4 the the DT cord-271094-utpg9p5u 30 5 purpose purpose NN cord-271094-utpg9p5u 30 6 of of IN cord-271094-utpg9p5u 30 7 revealing reveal VBG cord-271094-utpg9p5u 30 8 possible possible JJ cord-271094-utpg9p5u 30 9 differences difference NNS cord-271094-utpg9p5u 30 10 across across IN cord-271094-utpg9p5u 30 11 firms firm NNS cord-271094-utpg9p5u 30 12 and and CC cord-271094-utpg9p5u 30 13 the the DT cord-271094-utpg9p5u 30 14 state state NN cord-271094-utpg9p5u 30 15 of of IN cord-271094-utpg9p5u 30 16 the the DT cord-271094-utpg9p5u 30 17 question question NN cord-271094-utpg9p5u 30 18 on on IN cord-271094-utpg9p5u 30 19 DIM dim JJ cord-271094-utpg9p5u 30 20 performance performance NN cord-271094-utpg9p5u 30 21 in in IN cord-271094-utpg9p5u 30 22 Europe Europe NNP cord-271094-utpg9p5u 30 23 and and CC cord-271094-utpg9p5u 30 24 the the DT cord-271094-utpg9p5u 30 25 USA USA NNP cord-271094-utpg9p5u 30 26 , , , cord-271094-utpg9p5u 30 27 the the DT cord-271094-utpg9p5u 30 28 following follow VBG cord-271094-utpg9p5u 30 29 three three CD cord-271094-utpg9p5u 30 30 objectives objective NNS cord-271094-utpg9p5u 30 31 are be VBP cord-271094-utpg9p5u 30 32 established establish VBN cord-271094-utpg9p5u 30 33 : : : cord-271094-utpg9p5u 30 34 First first RB cord-271094-utpg9p5u 30 35 , , , cord-271094-utpg9p5u 30 36 measurement measurement NN cord-271094-utpg9p5u 30 37 of of IN cord-271094-utpg9p5u 30 38 the the DT cord-271094-utpg9p5u 30 39 efficacy efficacy NN cord-271094-utpg9p5u 30 40 ( ( -LRB- cord-271094-utpg9p5u 30 41 desired desire VBN cord-271094-utpg9p5u 30 42 result result NN cord-271094-utpg9p5u 30 43 ) ) -RRB- cord-271094-utpg9p5u 30 44 of of IN cord-271094-utpg9p5u 30 45 the the DT cord-271094-utpg9p5u 30 46 DIM dim NN cord-271094-utpg9p5u 30 47 in in IN cord-271094-utpg9p5u 30 48 terms term NNS cord-271094-utpg9p5u 30 49 of of IN cord-271094-utpg9p5u 30 50 visits visit NNS cord-271094-utpg9p5u 30 51 ( ( -LRB- cord-271094-utpg9p5u 30 52 capture capture NN cord-271094-utpg9p5u 30 53 ) ) -RRB- cord-271094-utpg9p5u 30 54 of of IN cord-271094-utpg9p5u 30 55 users user NNS cord-271094-utpg9p5u 30 56 to to IN cord-271094-utpg9p5u 30 57 e e NN cord-271094-utpg9p5u 30 58 - - NN cord-271094-utpg9p5u 30 59 commerce commerce NN cord-271094-utpg9p5u 30 60 and and CC cord-271094-utpg9p5u 30 61 in in IN cord-271094-utpg9p5u 30 62 terms term NNS cord-271094-utpg9p5u 30 63 of of IN cord-271094-utpg9p5u 30 64 sales sale NNS cord-271094-utpg9p5u 30 65 volume volume NN cord-271094-utpg9p5u 30 66 ( ( -LRB- cord-271094-utpg9p5u 30 67 conversion conversion NN cord-271094-utpg9p5u 30 68 ) ) -RRB- cord-271094-utpg9p5u 30 69 achieved achieve VBN cord-271094-utpg9p5u 30 70 by by IN cord-271094-utpg9p5u 30 71 e e NN cord-271094-utpg9p5u 30 72 - - NN cord-271094-utpg9p5u 30 73 commerce commerce NN cord-271094-utpg9p5u 30 74 and and CC cord-271094-utpg9p5u 30 75 representation representation NN cord-271094-utpg9p5u 30 76 of of IN cord-271094-utpg9p5u 30 77 the the DT cord-271094-utpg9p5u 30 78 conversion conversion NN cord-271094-utpg9p5u 30 79 technology technology NN cord-271094-utpg9p5u 30 80 of of IN cord-271094-utpg9p5u 30 81 a a DT cord-271094-utpg9p5u 30 82 firm firm NN cord-271094-utpg9p5u 30 83 . . . cord-271094-utpg9p5u 31 1 Second second JJ cord-271094-utpg9p5u 31 2 , , , cord-271094-utpg9p5u 31 3 measurement measurement NN cord-271094-utpg9p5u 31 4 and and CC cord-271094-utpg9p5u 31 5 analysis analysis NN cord-271094-utpg9p5u 31 6 of of IN cord-271094-utpg9p5u 31 7 the the DT cord-271094-utpg9p5u 31 8 variable variable JJ cord-271094-utpg9p5u 31 9 cost cost NN cord-271094-utpg9p5u 31 10 structure structure NN cord-271094-utpg9p5u 31 11 of of IN cord-271094-utpg9p5u 31 12 DIM dim NN cord-271094-utpg9p5u 31 13 and and CC cord-271094-utpg9p5u 31 14 possible possible JJ cord-271094-utpg9p5u 31 15 cost cost NN cord-271094-utpg9p5u 31 16 advantages advantage NNS cord-271094-utpg9p5u 31 17 . . . cord-271094-utpg9p5u 32 1 Third third JJ cord-271094-utpg9p5u 32 2 , , , cord-271094-utpg9p5u 32 3 analysis analysis NN cord-271094-utpg9p5u 32 4 of of IN cord-271094-utpg9p5u 32 5 firms firm NNS cord-271094-utpg9p5u 32 6 , , , cord-271094-utpg9p5u 32 7 in in IN cord-271094-utpg9p5u 32 8 terms term NNS cord-271094-utpg9p5u 32 9 of of IN cord-271094-utpg9p5u 32 10 standard standard JJ cord-271094-utpg9p5u 32 11 performance performance NN cord-271094-utpg9p5u 32 12 criteria criterion NNS cord-271094-utpg9p5u 32 13 ( ( -LRB- cord-271094-utpg9p5u 32 14 like like IN cord-271094-utpg9p5u 32 15 conversion conversion NN cord-271094-utpg9p5u 32 16 advantage advantage NN cord-271094-utpg9p5u 32 17 and and CC cord-271094-utpg9p5u 32 18 cost cost NN cord-271094-utpg9p5u 32 19 advantage advantage NN cord-271094-utpg9p5u 32 20 ) ) -RRB- cord-271094-utpg9p5u 32 21 and and CC cord-271094-utpg9p5u 32 22 the the DT cord-271094-utpg9p5u 32 23 introduced introduce VBN cord-271094-utpg9p5u 32 24 DIM dim NN cord-271094-utpg9p5u 32 25 - - HYPH cord-271094-utpg9p5u 32 26 efficiency efficiency NN cord-271094-utpg9p5u 32 27 measure measure NN cord-271094-utpg9p5u 32 28 , , , cord-271094-utpg9p5u 32 29 as as IN cord-271094-utpg9p5u 32 30 cost cost NN cord-271094-utpg9p5u 32 31 -marketing -markete VBG cord-271094-utpg9p5u 32 32 efforts effort NNS cord-271094-utpg9p5u 32 33 optimization optimization NN cord-271094-utpg9p5u 32 34 relationship relationship NN cord-271094-utpg9p5u 32 35 , , , cord-271094-utpg9p5u 32 36 which which WDT cord-271094-utpg9p5u 32 37 is be VBZ cord-271094-utpg9p5u 32 38 presented present VBN cord-271094-utpg9p5u 32 39 using use VBG cord-271094-utpg9p5u 32 40 position position NN cord-271094-utpg9p5u 32 41 mapping mapping NN cord-271094-utpg9p5u 32 42 . . . cord-271094-utpg9p5u 33 1 This this DT cord-271094-utpg9p5u 33 2 comparative comparative JJ cord-271094-utpg9p5u 33 3 analysis analysis NN cord-271094-utpg9p5u 33 4 allows allow VBZ cord-271094-utpg9p5u 33 5 us -PRON- PRP cord-271094-utpg9p5u 33 6 to to TO cord-271094-utpg9p5u 33 7 describe describe VB cord-271094-utpg9p5u 33 8 the the DT cord-271094-utpg9p5u 33 9 observed observed JJ cord-271094-utpg9p5u 33 10 differences difference NNS cord-271094-utpg9p5u 33 11 regarding regard VBG cord-271094-utpg9p5u 33 12 the the DT cord-271094-utpg9p5u 33 13 way way NN cord-271094-utpg9p5u 33 14 in in IN cord-271094-utpg9p5u 33 15 which which WDT cord-271094-utpg9p5u 33 16 PP PP NNP cord-271094-utpg9p5u 33 17 and and CC cord-271094-utpg9p5u 33 18 CM CM NNP cord-271094-utpg9p5u 33 19 optimize optimize VBP cord-271094-utpg9p5u 33 20 their -PRON- PRP$ cord-271094-utpg9p5u 33 21 investments investment NNS cord-271094-utpg9p5u 33 22 in in IN cord-271094-utpg9p5u 33 23 DIM dim NN cord-271094-utpg9p5u 33 24 . . . cord-271094-utpg9p5u 34 1 Given give VBN cord-271094-utpg9p5u 34 2 the the DT cord-271094-utpg9p5u 34 3 percentage percentage NN cord-271094-utpg9p5u 34 4 of of IN cord-271094-utpg9p5u 34 5 the the DT cord-271094-utpg9p5u 34 6 marketing marketing NN cord-271094-utpg9p5u 34 7 budget budget NN cord-271094-utpg9p5u 34 8 invested invest VBN cord-271094-utpg9p5u 34 9 in in IN cord-271094-utpg9p5u 34 10 DIM dim NN cord-271094-utpg9p5u 34 11 by by IN cord-271094-utpg9p5u 34 12 digital digital JJ cord-271094-utpg9p5u 34 13 business business NN cord-271094-utpg9p5u 34 14 managers manager NNS cord-271094-utpg9p5u 34 15 , , , cord-271094-utpg9p5u 34 16 which which WDT cord-271094-utpg9p5u 34 17 , , , cord-271094-utpg9p5u 34 18 according accord VBG cord-271094-utpg9p5u 34 19 to to IN cord-271094-utpg9p5u 34 20 Statista Statista NNP cord-271094-utpg9p5u 34 21 ( ( -LRB- cord-271094-utpg9p5u 34 22 2019 2019 CD cord-271094-utpg9p5u 34 23 ) ) -RRB- cord-271094-utpg9p5u 34 24 , , , cord-271094-utpg9p5u 34 25 is be VBZ cord-271094-utpg9p5u 34 26 more more JJR cord-271094-utpg9p5u 34 27 than than IN cord-271094-utpg9p5u 34 28 70 70 CD cord-271094-utpg9p5u 34 29 percent percent NN cord-271094-utpg9p5u 34 30 , , , cord-271094-utpg9p5u 34 31 implications implication NNS cord-271094-utpg9p5u 34 32 for for IN cord-271094-utpg9p5u 34 33 management management NN cord-271094-utpg9p5u 34 34 are be VBP cord-271094-utpg9p5u 34 35 considered consider VBN cord-271094-utpg9p5u 34 36 equally equally RB cord-271094-utpg9p5u 34 37 relevant relevant JJ cord-271094-utpg9p5u 34 38 . . . cord-271094-utpg9p5u 35 1 We -PRON- PRP cord-271094-utpg9p5u 35 2 provide provide VBP cord-271094-utpg9p5u 35 3 operational operational JJ cord-271094-utpg9p5u 35 4 conclusions conclusion NNS cord-271094-utpg9p5u 35 5 for for IN cord-271094-utpg9p5u 35 6 data data NN cord-271094-utpg9p5u 35 7 - - HYPH cord-271094-utpg9p5u 35 8 based base VBN cord-271094-utpg9p5u 35 9 marketing marketing NN cord-271094-utpg9p5u 35 10 managers manager NNS cord-271094-utpg9p5u 35 11 in in IN cord-271094-utpg9p5u 35 12 terms term NNS cord-271094-utpg9p5u 35 13 of of IN cord-271094-utpg9p5u 35 14 mixing mix VBG cord-271094-utpg9p5u 35 15 digital digital JJ cord-271094-utpg9p5u 35 16 advertising advertising NN cord-271094-utpg9p5u 35 17 and and CC cord-271094-utpg9p5u 35 18 positioning positioning NN cord-271094-utpg9p5u 35 19 through through IN cord-271094-utpg9p5u 35 20 Search Search NNP cord-271094-utpg9p5u 35 21 Engine Engine NNP cord-271094-utpg9p5u 35 22 Optimization Optimization NNP cord-271094-utpg9p5u 35 23 ( ( -LRB- cord-271094-utpg9p5u 35 24 SEO SEO NNP cord-271094-utpg9p5u 35 25 ) ) -RRB- cord-271094-utpg9p5u 35 26 and and CC cord-271094-utpg9p5u 35 27 Search Search NNP cord-271094-utpg9p5u 35 28 Engine Engine NNP cord-271094-utpg9p5u 35 29 Marketing Marketing NNP cord-271094-utpg9p5u 35 30 ( ( -LRB- cord-271094-utpg9p5u 35 31 SEM SEM NNP cord-271094-utpg9p5u 35 32 ) ) -RRB- cord-271094-utpg9p5u 35 33 to to TO cord-271094-utpg9p5u 35 34 optimize optimize VB cord-271094-utpg9p5u 35 35 digital digital JJ cord-271094-utpg9p5u 35 36 marketing marketing NN cord-271094-utpg9p5u 35 37 costs cost NNS cord-271094-utpg9p5u 35 38 . . . cord-271094-utpg9p5u 36 1 The the DT cord-271094-utpg9p5u 36 2 analysis analysis NN cord-271094-utpg9p5u 36 3 of of IN cord-271094-utpg9p5u 36 4 the the DT cord-271094-utpg9p5u 36 5 optimal optimal JJ cord-271094-utpg9p5u 36 6 DIM dim NN cord-271094-utpg9p5u 36 7 mix mix NN cord-271094-utpg9p5u 36 8 of of IN cord-271094-utpg9p5u 36 9 SEO SEO NNP cord-271094-utpg9p5u 36 10 and and CC cord-271094-utpg9p5u 36 11 SEM SEM NNP cord-271094-utpg9p5u 36 12 oriented orient VBN cord-271094-utpg9p5u 36 13 towards towards IN cord-271094-utpg9p5u 36 14 the the DT cord-271094-utpg9p5u 36 15 generation generation NN cord-271094-utpg9p5u 36 16 of of IN cord-271094-utpg9p5u 36 17 website website NN cord-271094-utpg9p5u 36 18 traffic traffic NN cord-271094-utpg9p5u 36 19 is be VBZ cord-271094-utpg9p5u 36 20 conducted conduct VBN cord-271094-utpg9p5u 36 21 for for IN cord-271094-utpg9p5u 36 22 a a DT cord-271094-utpg9p5u 36 23 total total NN cord-271094-utpg9p5u 36 24 of of IN cord-271094-utpg9p5u 36 25 29 29 CD cord-271094-utpg9p5u 36 26 leading lead VBG cord-271094-utpg9p5u 36 27 grocery grocery NN cord-271094-utpg9p5u 36 28 e e NN cord-271094-utpg9p5u 36 29 - - NN cord-271094-utpg9p5u 36 30 commerce commerce NN cord-271094-utpg9p5u 36 31 firms firm NNS cord-271094-utpg9p5u 36 32 in in IN cord-271094-utpg9p5u 36 33 Europe Europe NNP cord-271094-utpg9p5u 36 34 ( ( -LRB- cord-271094-utpg9p5u 36 35 UK UK NNP cord-271094-utpg9p5u 36 36 , , , cord-271094-utpg9p5u 36 37 France France NNP cord-271094-utpg9p5u 36 38 , , , cord-271094-utpg9p5u 36 39 Germany Germany NNP cord-271094-utpg9p5u 36 40 , , , cord-271094-utpg9p5u 36 41 Netherlands Netherlands NNP cord-271094-utpg9p5u 36 42 , , , cord-271094-utpg9p5u 36 43 and and CC cord-271094-utpg9p5u 36 44 Norway Norway NNP cord-271094-utpg9p5u 36 45 ) ) -RRB- cord-271094-utpg9p5u 36 46 and and CC cord-271094-utpg9p5u 36 47 the the DT cord-271094-utpg9p5u 36 48 USA USA NNP cord-271094-utpg9p5u 36 49 over over IN cord-271094-utpg9p5u 36 50 a a DT cord-271094-utpg9p5u 36 51 time time NN cord-271094-utpg9p5u 36 52 horizon horizon NN cord-271094-utpg9p5u 36 53 of of IN cord-271094-utpg9p5u 36 54 six six CD cord-271094-utpg9p5u 36 55 years year NNS cord-271094-utpg9p5u 36 56 ( ( -LRB- cord-271094-utpg9p5u 36 57 2014 2014 CD cord-271094-utpg9p5u 36 58 -2019 -2019 , cord-271094-utpg9p5u 36 59 ) ) -RRB- cord-271094-utpg9p5u 36 60 at at IN cord-271094-utpg9p5u 36 61 a a DT cord-271094-utpg9p5u 36 62 monthly monthly JJ cord-271094-utpg9p5u 36 63 level level NN cord-271094-utpg9p5u 36 64 to to TO cord-271094-utpg9p5u 36 65 evaluate evaluate VB cord-271094-utpg9p5u 36 66 the the DT cord-271094-utpg9p5u 36 67 relationship relationship NN cord-271094-utpg9p5u 36 68 between between IN cord-271094-utpg9p5u 36 69 DIM dim NN cord-271094-utpg9p5u 36 70 and and CC cord-271094-utpg9p5u 36 71 economic economic JJ cord-271094-utpg9p5u 36 72 performance performance NN cord-271094-utpg9p5u 36 73 . . . cord-271094-utpg9p5u 37 1 Data datum NNS cord-271094-utpg9p5u 37 2 on on IN cord-271094-utpg9p5u 37 3 organic organic JJ cord-271094-utpg9p5u 37 4 positioning positioning NN cord-271094-utpg9p5u 37 5 and and CC cord-271094-utpg9p5u 37 6 paid pay VBN cord-271094-utpg9p5u 37 7 positioning positioning NN cord-271094-utpg9p5u 37 8 are be VBP cord-271094-utpg9p5u 37 9 extracted extract VBN cord-271094-utpg9p5u 37 10 from from IN cord-271094-utpg9p5u 37 11 the the DT cord-271094-utpg9p5u 37 12 web web NN cord-271094-utpg9p5u 37 13 analytics analytic NNS cord-271094-utpg9p5u 37 14 tool tool NNP cord-271094-utpg9p5u 37 15 SEMrush SEMrush NNP cord-271094-utpg9p5u 37 16 ( ( -LRB- cord-271094-utpg9p5u 37 17 2019 2019 CD cord-271094-utpg9p5u 37 18 ) ) -RRB- cord-271094-utpg9p5u 37 19 , , , cord-271094-utpg9p5u 37 20 to to TO cord-271094-utpg9p5u 37 21 construct construct VB cord-271094-utpg9p5u 37 22 the the DT cord-271094-utpg9p5u 37 23 main main JJ cord-271094-utpg9p5u 37 24 dataset dataset NN cord-271094-utpg9p5u 37 25 for for IN cord-271094-utpg9p5u 37 26 the the DT cord-271094-utpg9p5u 37 27 study study NN cord-271094-utpg9p5u 37 28 . . . cord-271094-utpg9p5u 38 1 Originally originally RB cord-271094-utpg9p5u 38 2 used use VBN cord-271094-utpg9p5u 38 3 by by IN cord-271094-utpg9p5u 38 4 companies company NNS cord-271094-utpg9p5u 38 5 and and CC cord-271094-utpg9p5u 38 6 digital digital JJ cord-271094-utpg9p5u 38 7 media medium NNS cord-271094-utpg9p5u 38 8 planning planning NN cord-271094-utpg9p5u 38 9 agencies agency NNS cord-271094-utpg9p5u 38 10 , , , cord-271094-utpg9p5u 38 11 the the DT cord-271094-utpg9p5u 38 12 tool tool NN cord-271094-utpg9p5u 38 13 has have VBZ cord-271094-utpg9p5u 38 14 recently recently RB cord-271094-utpg9p5u 38 15 found find VBN cord-271094-utpg9p5u 38 16 application application NN cord-271094-utpg9p5u 38 17 by by IN cord-271094-utpg9p5u 38 18 academic academic JJ cord-271094-utpg9p5u 38 19 researchers researcher NNS cord-271094-utpg9p5u 38 20 in in IN cord-271094-utpg9p5u 38 21 the the DT cord-271094-utpg9p5u 38 22 field field NN cord-271094-utpg9p5u 38 23 of of IN cord-271094-utpg9p5u 38 24 digital digital JJ cord-271094-utpg9p5u 38 25 marketing marketing NN cord-271094-utpg9p5u 38 26 Huang Huang NNP cord-271094-utpg9p5u 38 27 and and CC cord-271094-utpg9p5u 38 28 Shih Shih NNP cord-271094-utpg9p5u 38 29 , , , cord-271094-utpg9p5u 38 30 2019 2019 CD cord-271094-utpg9p5u 38 31 ) ) -RRB- cord-271094-utpg9p5u 38 32 . . . cord-271094-utpg9p5u 39 1 Complementary complementary JJ cord-271094-utpg9p5u 39 2 data datum NNS cord-271094-utpg9p5u 39 3 on on IN cord-271094-utpg9p5u 39 4 online online JJ cord-271094-utpg9p5u 39 5 sales sale NNS cord-271094-utpg9p5u 39 6 generated generate VBN cord-271094-utpg9p5u 39 7 by by IN cord-271094-utpg9p5u 39 8 each each DT cord-271094-utpg9p5u 39 9 of of IN cord-271094-utpg9p5u 39 10 the the DT cord-271094-utpg9p5u 39 11 e e NN cord-271094-utpg9p5u 39 12 - - NN cord-271094-utpg9p5u 39 13 commerce commerce NN cord-271094-utpg9p5u 39 14 companies company NNS cord-271094-utpg9p5u 39 15 is be VBZ cord-271094-utpg9p5u 39 16 provided provide VBN cord-271094-utpg9p5u 39 17 by by IN cord-271094-utpg9p5u 39 18 the the DT cord-271094-utpg9p5u 39 19 LZRetailytics lzretailytic NNS cord-271094-utpg9p5u 39 20 ( ( -LRB- cord-271094-utpg9p5u 39 21 2019 2019 CD cord-271094-utpg9p5u 39 22 ) ) -RRB- cord-271094-utpg9p5u 39 23 database database NN cord-271094-utpg9p5u 39 24 and and CC cord-271094-utpg9p5u 39 25 EcommerceDB EcommerceDB NNP cord-271094-utpg9p5u 39 26 ( ( -LRB- cord-271094-utpg9p5u 39 27 2019 2019 CD cord-271094-utpg9p5u 39 28 ) ) -RRB- cord-271094-utpg9p5u 39 29 . . . cord-271094-utpg9p5u 40 1 Considering consider VBG cord-271094-utpg9p5u 40 2 grocery grocery NN cord-271094-utpg9p5u 40 3 e e NN cord-271094-utpg9p5u 40 4 - - NN cord-271094-utpg9p5u 40 5 commerce commerce NN cord-271094-utpg9p5u 40 6 in in IN cord-271094-utpg9p5u 40 7 particular particular JJ cord-271094-utpg9p5u 40 8 , , , cord-271094-utpg9p5u 40 9 " " `` cord-271094-utpg9p5u 40 10 Food food NN cord-271094-utpg9p5u 40 11 retail retail JJ cord-271094-utpg9p5u 40 12 business business NN cord-271094-utpg9p5u 40 13 or or CC cord-271094-utpg9p5u 40 14 food food NN cord-271094-utpg9p5u 40 15 retailing retailing NN cord-271094-utpg9p5u 40 16 is be VBZ cord-271094-utpg9p5u 40 17 a a DT cord-271094-utpg9p5u 40 18 collective collective JJ cord-271094-utpg9p5u 40 19 term term NN cord-271094-utpg9p5u 40 20 for for IN cord-271094-utpg9p5u 40 21 retailers retailer NNS cord-271094-utpg9p5u 40 22 , , , cord-271094-utpg9p5u 40 23 which which WDT cord-271094-utpg9p5u 40 24 primarily primarily RB cord-271094-utpg9p5u 40 25 carry carry VBP cord-271094-utpg9p5u 40 26 food food NN cord-271094-utpg9p5u 40 27 products product NNS cord-271094-utpg9p5u 40 28 in in IN cord-271094-utpg9p5u 40 29 their -PRON- PRP$ cord-271094-utpg9p5u 40 30 assortment assortment NN cord-271094-utpg9p5u 40 31 " " '' cord-271094-utpg9p5u 41 1 ( ( -LRB- cord-271094-utpg9p5u 41 2 Seitz Seitz NNP cord-271094-utpg9p5u 41 3 et et NNP cord-271094-utpg9p5u 41 4 al al NNP cord-271094-utpg9p5u 41 5 . . . cord-271094-utpg9p5u 42 1 , , , cord-271094-utpg9p5u 42 2 2017 2017 CD cord-271094-utpg9p5u 42 3 ( ( -LRB- cord-271094-utpg9p5u 42 4 Seitz Seitz NNP cord-271094-utpg9p5u 42 5 et et NNP cord-271094-utpg9p5u 42 6 al al NNP cord-271094-utpg9p5u 42 7 . . . cord-271094-utpg9p5u 43 1 , , , cord-271094-utpg9p5u 43 2 , , , cord-271094-utpg9p5u 43 3 p. p. NN cord-271094-utpg9p5u 43 4 1244 1244 CD cord-271094-utpg9p5u 43 5 , , , cord-271094-utpg9p5u 43 6 especially especially RB cord-271094-utpg9p5u 43 7 fast fast RB cord-271094-utpg9p5u 43 8 - - HYPH cord-271094-utpg9p5u 43 9 moving move VBG cord-271094-utpg9p5u 43 10 consumer consumer NN cord-271094-utpg9p5u 43 11 goods good NNS cord-271094-utpg9p5u 43 12 ( ( -LRB- cord-271094-utpg9p5u 43 13 FMCG FMCG NNP cord-271094-utpg9p5u 43 14 ) ) -RRB- cord-271094-utpg9p5u 43 15 , , , cord-271094-utpg9p5u 43 16 which which WDT cord-271094-utpg9p5u 43 17 have have VBP cord-271094-utpg9p5u 43 18 been be VBN cord-271094-utpg9p5u 43 19 studied study VBN cord-271094-utpg9p5u 43 20 in in IN cord-271094-utpg9p5u 43 21 this this DT cord-271094-utpg9p5u 43 22 sense sense NN cord-271094-utpg9p5u 43 23 by by IN cord-271094-utpg9p5u 43 24 several several JJ cord-271094-utpg9p5u 43 25 authors author NNS cord-271094-utpg9p5u 43 26 ( ( -LRB- cord-271094-utpg9p5u 43 27 e.g. e.g. IN cord-271094-utpg9p5u 43 28 Kureshi Kureshi NNP cord-271094-utpg9p5u 43 29 and and CC cord-271094-utpg9p5u 43 30 Thomas Thomas NNP cord-271094-utpg9p5u 43 31 , , , cord-271094-utpg9p5u 43 32 2019 2019 CD cord-271094-utpg9p5u 43 33 ; ; : cord-271094-utpg9p5u 43 34 Barile Barile NNP cord-271094-utpg9p5u 43 35 et et NNP cord-271094-utpg9p5u 43 36 al al NNP cord-271094-utpg9p5u 43 37 . . NNP cord-271094-utpg9p5u 43 38 , , , cord-271094-utpg9p5u 43 39 2018 2018 CD cord-271094-utpg9p5u 43 40 ; ; : cord-271094-utpg9p5u 43 41 Elms Elms NNP cord-271094-utpg9p5u 43 42 et et NNP cord-271094-utpg9p5u 43 43 al al NNP cord-271094-utpg9p5u 43 44 . . NNP cord-271094-utpg9p5u 43 45 , , , cord-271094-utpg9p5u 43 46 2016 2016 CD cord-271094-utpg9p5u 43 47 ; ; : cord-271094-utpg9p5u 43 48 Wilson Wilson NNP cord-271094-utpg9p5u 43 49 - - HYPH cord-271094-utpg9p5u 43 50 Jeanselme Jeanselme NNP cord-271094-utpg9p5u 43 51 and and CC cord-271094-utpg9p5u 43 52 Reynolds Reynolds NNP cord-271094-utpg9p5u 43 53 , , , cord-271094-utpg9p5u 43 54 2006 2006 CD cord-271094-utpg9p5u 43 55 ) ) -RRB- cord-271094-utpg9p5u 43 56 and and CC cord-271094-utpg9p5u 43 57 is be VBZ cord-271094-utpg9p5u 43 58 considered consider VBN cord-271094-utpg9p5u 43 59 a a DT cord-271094-utpg9p5u 43 60 strategic strategic JJ cord-271094-utpg9p5u 43 61 sector sector NN cord-271094-utpg9p5u 43 62 of of IN cord-271094-utpg9p5u 43 63 the the DT cord-271094-utpg9p5u 43 64 retail retail JJ cord-271094-utpg9p5u 43 65 assortment assortment NN cord-271094-utpg9p5u 43 66 due due IN cord-271094-utpg9p5u 43 67 to to IN cord-271094-utpg9p5u 43 68 the the DT cord-271094-utpg9p5u 43 69 loyalty loyalty NN cord-271094-utpg9p5u 43 70 and and CC cord-271094-utpg9p5u 43 71 the the DT cord-271094-utpg9p5u 43 72 reiteration reiteration NN cord-271094-utpg9p5u 43 73 of of IN cord-271094-utpg9p5u 43 74 purchase purchase NN cord-271094-utpg9p5u 44 1 it -PRON- PRP cord-271094-utpg9p5u 44 2 generates generate VBZ cord-271094-utpg9p5u 44 3 among among IN cord-271094-utpg9p5u 44 4 customers customer NNS cord-271094-utpg9p5u 44 5 ( ( -LRB- cord-271094-utpg9p5u 44 6 Sieira Sieira NNP cord-271094-utpg9p5u 44 7 and and CC cord-271094-utpg9p5u 44 8 Ponzoa Ponzoa NNP cord-271094-utpg9p5u 44 9 , , , cord-271094-utpg9p5u 44 10 2018 2018 CD cord-271094-utpg9p5u 44 11 ) ) -RRB- cord-271094-utpg9p5u 44 12 . . . cord-271094-utpg9p5u 45 1 Grocery grocery NN cord-271094-utpg9p5u 45 2 e e NN cord-271094-utpg9p5u 45 3 - - NN cord-271094-utpg9p5u 45 4 commerce commerce NN cord-271094-utpg9p5u 45 5 is be VBZ cord-271094-utpg9p5u 45 6 a a DT cord-271094-utpg9p5u 45 7 subset subset NN cord-271094-utpg9p5u 45 8 of of IN cord-271094-utpg9p5u 45 9 this this DT cord-271094-utpg9p5u 45 10 retail retail JJ cord-271094-utpg9p5u 45 11 segment segment NN cord-271094-utpg9p5u 45 12 with with IN cord-271094-utpg9p5u 45 13 the the DT cord-271094-utpg9p5u 45 14 integration integration NN cord-271094-utpg9p5u 45 15 of of IN cord-271094-utpg9p5u 45 16 internet internet NN cord-271094-utpg9p5u 45 17 technology technology NN cord-271094-utpg9p5u 45 18 reflected reflect VBN cord-271094-utpg9p5u 45 19 in in IN cord-271094-utpg9p5u 45 20 different different JJ cord-271094-utpg9p5u 45 21 online online JJ cord-271094-utpg9p5u 45 22 business business NN cord-271094-utpg9p5u 45 23 formats format NNS cord-271094-utpg9p5u 45 24 , , , cord-271094-utpg9p5u 45 25 which which WDT cord-271094-utpg9p5u 45 26 has have VBZ cord-271094-utpg9p5u 45 27 become become VBN cord-271094-utpg9p5u 45 28 an an DT cord-271094-utpg9p5u 45 29 integral integral JJ cord-271094-utpg9p5u 45 30 part part NN cord-271094-utpg9p5u 45 31 of of IN cord-271094-utpg9p5u 45 32 the the DT cord-271094-utpg9p5u 45 33 grocery grocery NN cord-271094-utpg9p5u 45 34 industry industry NN cord-271094-utpg9p5u 45 35 in in IN cord-271094-utpg9p5u 45 36 some some DT cord-271094-utpg9p5u 45 37 countries country NNS cord-271094-utpg9p5u 45 38 ( ( -LRB- cord-271094-utpg9p5u 45 39 e.g. e.g. RB cord-271094-utpg9p5u 45 40 , , , cord-271094-utpg9p5u 45 41 Kureshi Kureshi NNP cord-271094-utpg9p5u 45 42 and and CC cord-271094-utpg9p5u 45 43 Thomas Thomas NNP cord-271094-utpg9p5u 45 44 , , , cord-271094-utpg9p5u 45 45 2019 2019 CD cord-271094-utpg9p5u 45 46 ) ) -RRB- cord-271094-utpg9p5u 45 47 . . . cord-271094-utpg9p5u 46 1 The the DT cord-271094-utpg9p5u 46 2 most most RBS cord-271094-utpg9p5u 46 3 common common JJ cord-271094-utpg9p5u 46 4 formats format NNS cord-271094-utpg9p5u 46 5 observed observe VBN cord-271094-utpg9p5u 46 6 are be VBP cord-271094-utpg9p5u 46 7 websites website NNS cord-271094-utpg9p5u 46 8 of of IN cord-271094-utpg9p5u 46 9 retailers retailer NNS cord-271094-utpg9p5u 46 10 born bear VBN cord-271094-utpg9p5u 46 11 on on IN cord-271094-utpg9p5u 46 12 the the DT cord-271094-utpg9p5u 46 13 web web NN cord-271094-utpg9p5u 46 14 ( ( -LRB- cord-271094-utpg9p5u 46 15 pure pure JJ cord-271094-utpg9p5u 46 16 players player NNS cord-271094-utpg9p5u 46 17 ) ) -RRB- cord-271094-utpg9p5u 46 18 and and CC cord-271094-utpg9p5u 46 19 those those DT cord-271094-utpg9p5u 46 20 of of IN cord-271094-utpg9p5u 46 21 a a DT cord-271094-utpg9p5u 46 22 physical physical JJ cord-271094-utpg9p5u 46 23 nature nature NN cord-271094-utpg9p5u 46 24 that that WDT cord-271094-utpg9p5u 46 25 have have VBP cord-271094-utpg9p5u 46 26 incorporated incorporate VBN cord-271094-utpg9p5u 46 27 e e NN cord-271094-utpg9p5u 46 28 - - NN cord-271094-utpg9p5u 46 29 commerce commerce NN cord-271094-utpg9p5u 46 30 as as IN cord-271094-utpg9p5u 46 31 a a DT cord-271094-utpg9p5u 46 32 business business NN cord-271094-utpg9p5u 46 33 unit unit NN cord-271094-utpg9p5u 46 34 ( ( -LRB- cord-271094-utpg9p5u 46 35 brick brick NN cord-271094-utpg9p5u 46 36 and and CC cord-271094-utpg9p5u 46 37 mortar mortar NN cord-271094-utpg9p5u 46 38 initially initially RB cord-271094-utpg9p5u 46 39 , , , cord-271094-utpg9p5u 46 40 click click VB cord-271094-utpg9p5u 46 41 and and CC cord-271094-utpg9p5u 46 42 mortar mortar NN cord-271094-utpg9p5u 46 43 today today NN cord-271094-utpg9p5u 46 44 ) ) -RRB- cord-271094-utpg9p5u 46 45 or or CC cord-271094-utpg9p5u 46 46 offer offer VB cord-271094-utpg9p5u 46 47 a a DT cord-271094-utpg9p5u 46 48 click click NN cord-271094-utpg9p5u 46 49 and and CC cord-271094-utpg9p5u 46 50 collect collect VB cord-271094-utpg9p5u 46 51 format format NN cord-271094-utpg9p5u 46 52 ( ( -LRB- cord-271094-utpg9p5u 46 53 Bleoju Bleoju NNP cord-271094-utpg9p5u 46 54 et et NNP cord-271094-utpg9p5u 46 55 al al NNP cord-271094-utpg9p5u 46 56 . . NNP cord-271094-utpg9p5u 46 57 , , , cord-271094-utpg9p5u 46 58 2016 2016 CD cord-271094-utpg9p5u 46 59 ; ; : cord-271094-utpg9p5u 46 60 Davies Davies NNP cord-271094-utpg9p5u 46 61 et et NNP cord-271094-utpg9p5u 46 62 al al NNP cord-271094-utpg9p5u 46 63 . . NNP cord-271094-utpg9p5u 46 64 , , , cord-271094-utpg9p5u 46 65 2019 2019 CD cord-271094-utpg9p5u 46 66 ) ) -RRB- cord-271094-utpg9p5u 46 67 . . . cord-271094-utpg9p5u 47 1 The the DT cord-271094-utpg9p5u 47 2 transformative transformative JJ cord-271094-utpg9p5u 47 3 process process NN cord-271094-utpg9p5u 47 4 in in IN cord-271094-utpg9p5u 47 5 which which WDT cord-271094-utpg9p5u 47 6 the the DT cord-271094-utpg9p5u 47 7 retail retail JJ cord-271094-utpg9p5u 47 8 sector sector NN cord-271094-utpg9p5u 47 9 is be VBZ cord-271094-utpg9p5u 47 10 immersed immerse VBN cord-271094-utpg9p5u 47 11 goes go VBZ cord-271094-utpg9p5u 47 12 through through IN cord-271094-utpg9p5u 47 13 digitalization digitalization NN cord-271094-utpg9p5u 47 14 , , , cord-271094-utpg9p5u 47 15 a a DT cord-271094-utpg9p5u 47 16 megatrend megatrend NN cord-271094-utpg9p5u 47 17 that that WDT cord-271094-utpg9p5u 47 18 affects affect VBZ cord-271094-utpg9p5u 47 19 both both CC cord-271094-utpg9p5u 47 20 digital digital JJ cord-271094-utpg9p5u 47 21 and and CC cord-271094-utpg9p5u 47 22 physical physical JJ cord-271094-utpg9p5u 47 23 commerce commerce NN cord-271094-utpg9p5u 47 24 ( ( -LRB- cord-271094-utpg9p5u 47 25 Bleoju Bleoju NNP cord-271094-utpg9p5u 47 26 et et NNP cord-271094-utpg9p5u 47 27 al al NNP cord-271094-utpg9p5u 47 28 . . NNP cord-271094-utpg9p5u 47 29 , , , cord-271094-utpg9p5u 47 30 2016 2016 CD cord-271094-utpg9p5u 47 31 ) ) -RRB- cord-271094-utpg9p5u 47 32 . . . cord-271094-utpg9p5u 48 1 In in IN cord-271094-utpg9p5u 48 2 this this DT cord-271094-utpg9p5u 48 3 sense sense NN cord-271094-utpg9p5u 48 4 , , , cord-271094-utpg9p5u 48 5 today today NN cord-271094-utpg9p5u 48 6 , , , cord-271094-utpg9p5u 48 7 an an DT cord-271094-utpg9p5u 48 8 establishment establishment NN cord-271094-utpg9p5u 48 9 that that WDT cord-271094-utpg9p5u 48 10 only only RB cord-271094-utpg9p5u 48 11 has have VBZ cord-271094-utpg9p5u 48 12 one one CD cord-271094-utpg9p5u 48 13 type type NN cord-271094-utpg9p5u 48 14 of of IN cord-271094-utpg9p5u 48 15 format format NN cord-271094-utpg9p5u 48 16 or or CC cord-271094-utpg9p5u 48 17 sales sale NNS cord-271094-utpg9p5u 48 18 channel channel NN cord-271094-utpg9p5u 48 19 may may MD cord-271094-utpg9p5u 48 20 not not RB cord-271094-utpg9p5u 48 21 be be VB cord-271094-utpg9p5u 48 22 competitive competitive JJ cord-271094-utpg9p5u 48 23 , , , cord-271094-utpg9p5u 48 24 since since IN cord-271094-utpg9p5u 48 25 multichannel multichannel NN cord-271094-utpg9p5u 48 26 is be VBZ cord-271094-utpg9p5u 48 27 becoming become VBG cord-271094-utpg9p5u 48 28 one one CD cord-271094-utpg9p5u 48 29 of of IN cord-271094-utpg9p5u 48 30 the the DT cord-271094-utpg9p5u 48 31 strategic strategic JJ cord-271094-utpg9p5u 48 32 factors factor NNS cord-271094-utpg9p5u 48 33 from from IN cord-271094-utpg9p5u 48 34 which which WDT cord-271094-utpg9p5u 48 35 business business NN cord-271094-utpg9p5u 48 36 is be VBZ cord-271094-utpg9p5u 48 37 derived derive VBN cord-271094-utpg9p5u 48 38 ( ( -LRB- cord-271094-utpg9p5u 48 39 Breugelmans Breugelmans NNP cord-271094-utpg9p5u 48 40 and and CC cord-271094-utpg9p5u 48 41 Campo Campo NNP cord-271094-utpg9p5u 48 42 , , , cord-271094-utpg9p5u 48 43 2016 2016 CD cord-271094-utpg9p5u 48 44 ) ) -RRB- cord-271094-utpg9p5u 48 45 . . . cord-271094-utpg9p5u 49 1 A a DT cord-271094-utpg9p5u 49 2 clear clear JJ cord-271094-utpg9p5u 49 3 tendency tendency NN cord-271094-utpg9p5u 49 4 exists exist VBZ cord-271094-utpg9p5u 49 5 to to TO cord-271094-utpg9p5u 49 6 mix mix VB cord-271094-utpg9p5u 49 7 the the DT cord-271094-utpg9p5u 49 8 physical physical JJ cord-271094-utpg9p5u 49 9 and and CC cord-271094-utpg9p5u 49 10 virtual virtual JJ cord-271094-utpg9p5u 49 11 store store NN cord-271094-utpg9p5u 49 12 , , , cord-271094-utpg9p5u 49 13 thus thus RB cord-271094-utpg9p5u 49 14 making make VBG cord-271094-utpg9p5u 49 15 digitalization digitalization NN cord-271094-utpg9p5u 49 16 and and CC cord-271094-utpg9p5u 49 17 virtualization virtualization NN cord-271094-utpg9p5u 49 18 intermingle intermingle VBP cord-271094-utpg9p5u 50 1 ( ( -LRB- cord-271094-utpg9p5u 50 2 Hänninen Hänninen NNP cord-271094-utpg9p5u 50 3 et et NNP cord-271094-utpg9p5u 50 4 al al NNP cord-271094-utpg9p5u 50 5 . . NNP cord-271094-utpg9p5u 50 6 , , , cord-271094-utpg9p5u 50 7 2018 2018 CD cord-271094-utpg9p5u 50 8 ) ) -RRB- cord-271094-utpg9p5u 50 9 . . . cord-271094-utpg9p5u 51 1 This this DT cord-271094-utpg9p5u 51 2 phenomenon phenomenon NN cord-271094-utpg9p5u 51 3 is be VBZ cord-271094-utpg9p5u 51 4 especially especially RB cord-271094-utpg9p5u 51 5 significant significant JJ cord-271094-utpg9p5u 51 6 in in IN cord-271094-utpg9p5u 51 7 grocery grocery NN cord-271094-utpg9p5u 51 8 , , , cord-271094-utpg9p5u 51 9 with with IN cord-271094-utpg9p5u 51 10 marketing marketing NN cord-271094-utpg9p5u 51 11 managers manager NNS cord-271094-utpg9p5u 51 12 facing face VBG cord-271094-utpg9p5u 51 13 different different JJ cord-271094-utpg9p5u 51 14 challenges challenge NNS cord-271094-utpg9p5u 51 15 , , , cord-271094-utpg9p5u 51 16 including include VBG cord-271094-utpg9p5u 51 17 : : : cord-271094-utpg9p5u 51 18 digitalization digitalization NN cord-271094-utpg9p5u 51 19 without without IN cord-271094-utpg9p5u 51 20 denaturing denature VBG cord-271094-utpg9p5u 51 21 the the DT cord-271094-utpg9p5u 51 22 product product NN cord-271094-utpg9p5u 51 23 or or CC cord-271094-utpg9p5u 51 24 removing remove VBG cord-271094-utpg9p5u 51 25 its -PRON- PRP$ cord-271094-utpg9p5u 51 26 healthy healthy JJ cord-271094-utpg9p5u 51 27 or or CC cord-271094-utpg9p5u 51 28 fresh fresh JJ cord-271094-utpg9p5u 51 29 features feature NNS cord-271094-utpg9p5u 51 30 ( ( -LRB- cord-271094-utpg9p5u 51 31 communication communication NN cord-271094-utpg9p5u 51 32 challenge challenge NN cord-271094-utpg9p5u 51 33 ) ) -RRB- cord-271094-utpg9p5u 51 34 , , , cord-271094-utpg9p5u 51 35 delivering deliver VBG cord-271094-utpg9p5u 51 36 the the DT cord-271094-utpg9p5u 51 37 product product NN cord-271094-utpg9p5u 51 38 at at IN cord-271094-utpg9p5u 51 39 the the DT cord-271094-utpg9p5u 51 40 consumer consumer NN cord-271094-utpg9p5u 51 41 's 's POS cord-271094-utpg9p5u 51 42 house house NN cord-271094-utpg9p5u 51 43 in in IN cord-271094-utpg9p5u 51 44 optimal optimal JJ cord-271094-utpg9p5u 51 45 conditions condition NNS cord-271094-utpg9p5u 51 46 ( ( -LRB- cord-271094-utpg9p5u 51 47 logistical logistical JJ cord-271094-utpg9p5u 51 48 challenge challenge NN cord-271094-utpg9p5u 51 49 ) ) -RRB- cord-271094-utpg9p5u 51 50 , , , cord-271094-utpg9p5u 51 51 and and CC cord-271094-utpg9p5u 51 52 continuously continuously RB cord-271094-utpg9p5u 51 53 adapting adapt VBG cord-271094-utpg9p5u 51 54 the the DT cord-271094-utpg9p5u 51 55 sale sale NN cord-271094-utpg9p5u 51 56 of of IN cord-271094-utpg9p5u 51 57 food food NN cord-271094-utpg9p5u 51 58 and and CC cord-271094-utpg9p5u 51 59 drink drink VB cord-271094-utpg9p5u 51 60 to to TO cord-271094-utpg9p5u 51 61 demand demand VB cord-271094-utpg9p5u 51 62 ( ( -LRB- cord-271094-utpg9p5u 51 63 customer customer NN cord-271094-utpg9p5u 51 64 behavior behavior NN cord-271094-utpg9p5u 51 65 ) ) -RRB- cord-271094-utpg9p5u 51 66 , , , cord-271094-utpg9p5u 51 67 especially especially RB cord-271094-utpg9p5u 51 68 in in IN cord-271094-utpg9p5u 51 69 formats format NNS cord-271094-utpg9p5u 51 70 , , , cord-271094-utpg9p5u 51 71 product product NN cord-271094-utpg9p5u 51 72 development development NN cord-271094-utpg9p5u 51 73 or or CC cord-271094-utpg9p5u 51 74 the the DT cord-271094-utpg9p5u 51 75 combination combination NN cord-271094-utpg9p5u 51 76 of of IN cord-271094-utpg9p5u 51 77 items item NNS cord-271094-utpg9p5u 51 78 directed direct VBN cord-271094-utpg9p5u 51 79 at at IN cord-271094-utpg9p5u 51 80 different different JJ cord-271094-utpg9p5u 51 81 consumer consumer NN cord-271094-utpg9p5u 51 82 segments segment NNS cord-271094-utpg9p5u 51 83 . . . cord-271094-utpg9p5u 52 1 The the DT cord-271094-utpg9p5u 52 2 evolutionary evolutionary JJ cord-271094-utpg9p5u 52 3 process process NN cord-271094-utpg9p5u 52 4 of of IN cord-271094-utpg9p5u 52 5 e e NN cord-271094-utpg9p5u 52 6 - - NN cord-271094-utpg9p5u 52 7 commerce commerce NN cord-271094-utpg9p5u 52 8 and and CC cord-271094-utpg9p5u 52 9 marketplace marketplace NN cord-271094-utpg9p5u 52 10 in in IN cord-271094-utpg9p5u 52 11 relation relation NN cord-271094-utpg9p5u 52 12 to to IN cord-271094-utpg9p5u 52 13 the the DT cord-271094-utpg9p5u 52 14 inclusion inclusion NN cord-271094-utpg9p5u 52 15 of of IN cord-271094-utpg9p5u 52 16 new new JJ cord-271094-utpg9p5u 52 17 product product NN cord-271094-utpg9p5u 52 18 categories category NNS cord-271094-utpg9p5u 52 19 ( ( -LRB- cord-271094-utpg9p5u 52 20 Boyd Boyd NNP cord-271094-utpg9p5u 52 21 and and CC cord-271094-utpg9p5u 52 22 Bahn Bahn NNP cord-271094-utpg9p5u 52 23 , , , cord-271094-utpg9p5u 52 24 2009 2009 CD cord-271094-utpg9p5u 52 25 ) ) -RRB- cord-271094-utpg9p5u 52 26 is be VBZ cord-271094-utpg9p5u 52 27 assumed assume VBN cord-271094-utpg9p5u 52 28 to to TO cord-271094-utpg9p5u 52 29 incorporate incorporate VB cord-271094-utpg9p5u 52 30 grocery grocery NN cord-271094-utpg9p5u 52 31 into into IN cord-271094-utpg9p5u 52 32 its -PRON- PRP$ cord-271094-utpg9p5u 52 33 assortment assortment NN cord-271094-utpg9p5u 52 34 . . . cord-271094-utpg9p5u 53 1 It -PRON- PRP cord-271094-utpg9p5u 53 2 is be VBZ cord-271094-utpg9p5u 53 3 worth worth JJ cord-271094-utpg9p5u 53 4 mentioning mention VBG cord-271094-utpg9p5u 53 5 that that IN cord-271094-utpg9p5u 53 6 the the DT cord-271094-utpg9p5u 53 7 literature literature NN cord-271094-utpg9p5u 53 8 regarding regard VBG cord-271094-utpg9p5u 53 9 the the DT cord-271094-utpg9p5u 53 10 evolution evolution NN cord-271094-utpg9p5u 53 11 of of IN cord-271094-utpg9p5u 53 12 online online JJ cord-271094-utpg9p5u 53 13 grocery grocery NN cord-271094-utpg9p5u 53 14 sales sale NNS cord-271094-utpg9p5u 53 15 is be VBZ cord-271094-utpg9p5u 53 16 heterogeneous heterogeneous JJ cord-271094-utpg9p5u 53 17 . . . cord-271094-utpg9p5u 54 1 While while IN cord-271094-utpg9p5u 54 2 some some DT cord-271094-utpg9p5u 54 3 sources source NNS cord-271094-utpg9p5u 54 4 report report VBP cord-271094-utpg9p5u 54 5 a a DT cord-271094-utpg9p5u 54 6 slow slow JJ cord-271094-utpg9p5u 54 7 increase increase NN cord-271094-utpg9p5u 54 8 for for IN cord-271094-utpg9p5u 54 9 general general JJ cord-271094-utpg9p5u 54 10 e e NNP cord-271094-utpg9p5u 54 11 - - NN cord-271094-utpg9p5u 54 12 commerce commerce NNP cord-271094-utpg9p5u 54 13 ( ( -LRB- cord-271094-utpg9p5u 54 14 between between IN cord-271094-utpg9p5u 54 15 1 1 CD cord-271094-utpg9p5u 54 16 % % NN cord-271094-utpg9p5u 54 17 and and CC cord-271094-utpg9p5u 54 18 3 3 CD cord-271094-utpg9p5u 54 19 % % NN cord-271094-utpg9p5u 54 20 ) ) -RRB- cord-271094-utpg9p5u 54 21 , , , cord-271094-utpg9p5u 54 22 others other NNS cord-271094-utpg9p5u 54 23 provide provide VBP cord-271094-utpg9p5u 54 24 larger large JJR cord-271094-utpg9p5u 54 25 magnitudes magnitude NNS cord-271094-utpg9p5u 54 26 up up IN cord-271094-utpg9p5u 54 27 to to TO cord-271094-utpg9p5u 54 28 7 7 CD cord-271094-utpg9p5u 54 29 % % NN cord-271094-utpg9p5u 54 30 ( ( -LRB- cord-271094-utpg9p5u 54 31 eMarketer eMarketer NNP cord-271094-utpg9p5u 54 32 , , , cord-271094-utpg9p5u 54 33 2019 2019 CD cord-271094-utpg9p5u 54 34 ; ; : cord-271094-utpg9p5u 54 35 Statista Statista NNP cord-271094-utpg9p5u 54 36 , , , cord-271094-utpg9p5u 54 37 2019 2019 CD cord-271094-utpg9p5u 54 38 ; ; : cord-271094-utpg9p5u 54 39 Eurostat Eurostat NNP cord-271094-utpg9p5u 54 40 , , , cord-271094-utpg9p5u 54 41 2019 2019 CD cord-271094-utpg9p5u 54 42 ; ; : cord-271094-utpg9p5u 54 43 EcommerceDB ecommercedb NN cord-271094-utpg9p5u 54 44 , , , cord-271094-utpg9p5u 54 45 2019 2019 CD cord-271094-utpg9p5u 54 46 ) ) -RRB- cord-271094-utpg9p5u 54 47 . . . cord-271094-utpg9p5u 55 1 For for IN cord-271094-utpg9p5u 55 2 the the DT cord-271094-utpg9p5u 55 3 respective respective JJ cord-271094-utpg9p5u 55 4 online online JJ cord-271094-utpg9p5u 55 5 sales sale NNS cord-271094-utpg9p5u 55 6 of of IN cord-271094-utpg9p5u 55 7 food food NN cord-271094-utpg9p5u 55 8 and and CC cord-271094-utpg9p5u 55 9 drinks drink NNS cord-271094-utpg9p5u 55 10 , , , cord-271094-utpg9p5u 55 11 the the DT cord-271094-utpg9p5u 55 12 analysis analysis NN cord-271094-utpg9p5u 55 13 shows show VBZ cord-271094-utpg9p5u 55 14 a a DT cord-271094-utpg9p5u 55 15 flat flat JJ cord-271094-utpg9p5u 55 16 evolution evolution NN cord-271094-utpg9p5u 55 17 over over IN cord-271094-utpg9p5u 55 18 time time NN cord-271094-utpg9p5u 55 19 that that WDT cord-271094-utpg9p5u 55 20 contrasts contrast VBZ cord-271094-utpg9p5u 55 21 with with IN cord-271094-utpg9p5u 55 22 the the DT cord-271094-utpg9p5u 55 23 rest rest NN cord-271094-utpg9p5u 55 24 of of IN cord-271094-utpg9p5u 55 25 the the DT cord-271094-utpg9p5u 55 26 categories category NNS cord-271094-utpg9p5u 55 27 . . . cord-271094-utpg9p5u 56 1 In in IN cord-271094-utpg9p5u 56 2 terms term NNS cord-271094-utpg9p5u 56 3 of of IN cord-271094-utpg9p5u 56 4 sales sale NNS cord-271094-utpg9p5u 56 5 participation participation NN cord-271094-utpg9p5u 56 6 , , , cord-271094-utpg9p5u 56 7 depending depend VBG cord-271094-utpg9p5u 56 8 on on IN cord-271094-utpg9p5u 56 9 the the DT cord-271094-utpg9p5u 56 10 source source NN cord-271094-utpg9p5u 56 11 and and CC cord-271094-utpg9p5u 56 12 period period NN cord-271094-utpg9p5u 56 13 analyzed analyze VBN cord-271094-utpg9p5u 56 14 , , , cord-271094-utpg9p5u 56 15 the the DT cord-271094-utpg9p5u 56 16 results result NNS cord-271094-utpg9p5u 56 17 vary vary VBP cord-271094-utpg9p5u 56 18 between between IN cord-271094-utpg9p5u 56 19 1 1 CD cord-271094-utpg9p5u 56 20 % % NN cord-271094-utpg9p5u 56 21 ( ( -LRB- cord-271094-utpg9p5u 56 22 in in IN cord-271094-utpg9p5u 56 23 the the DT cord-271094-utpg9p5u 56 24 case case NN cord-271094-utpg9p5u 56 25 of of IN cord-271094-utpg9p5u 56 26 general general NNP cord-271094-utpg9p5u 56 27 e e NNP cord-271094-utpg9p5u 56 28 - - NN cord-271094-utpg9p5u 56 29 commerce commerce NNP cord-271094-utpg9p5u 56 30 ) ) -RRB- cord-271094-utpg9p5u 56 31 and and CC cord-271094-utpg9p5u 56 32 40 40 CD cord-271094-utpg9p5u 56 33 % % NN cord-271094-utpg9p5u 56 34 ( ( -LRB- cord-271094-utpg9p5u 56 35 in in IN cord-271094-utpg9p5u 56 36 the the DT cord-271094-utpg9p5u 56 37 case case NN cord-271094-utpg9p5u 56 38 of of IN cord-271094-utpg9p5u 56 39 e e NN cord-271094-utpg9p5u 56 40 - - NN cord-271094-utpg9p5u 56 41 commerce commerce NN cord-271094-utpg9p5u 56 42 with with IN cord-271094-utpg9p5u 56 43 a a DT cord-271094-utpg9p5u 56 44 clear clear JJ cord-271094-utpg9p5u 56 45 bias bias NN cord-271094-utpg9p5u 56 46 in in IN cord-271094-utpg9p5u 56 47 the the DT cord-271094-utpg9p5u 56 48 sale sale NN cord-271094-utpg9p5u 56 49 of of IN cord-271094-utpg9p5u 56 50 grocery grocery NN cord-271094-utpg9p5u 56 51 ) ) -RRB- cord-271094-utpg9p5u 56 52 . . . cord-271094-utpg9p5u 57 1 The the DT cord-271094-utpg9p5u 57 2 process process NN cord-271094-utpg9p5u 57 3 of of IN cord-271094-utpg9p5u 57 4 maturing mature VBG cord-271094-utpg9p5u 57 5 electronic electronic JJ cord-271094-utpg9p5u 57 6 commerce commerce NN cord-271094-utpg9p5u 57 7 , , , cord-271094-utpg9p5u 57 8 its -PRON- PRP$ cord-271094-utpg9p5u 57 9 penetration penetration NN cord-271094-utpg9p5u 57 10 as as IN cord-271094-utpg9p5u 57 11 a a DT cord-271094-utpg9p5u 57 12 purchase purchase NN cord-271094-utpg9p5u 57 13 option option NN cord-271094-utpg9p5u 57 14 for for IN cord-271094-utpg9p5u 57 15 younger young JJR cord-271094-utpg9p5u 57 16 audiences audience NNS cord-271094-utpg9p5u 57 17 ( ( -LRB- cord-271094-utpg9p5u 57 18 Kureshi Kureshi NNP cord-271094-utpg9p5u 57 19 and and CC cord-271094-utpg9p5u 57 20 Thomas Thomas NNP cord-271094-utpg9p5u 57 21 , , , cord-271094-utpg9p5u 57 22 2019 2019 CD cord-271094-utpg9p5u 57 23 ) ) -RRB- cord-271094-utpg9p5u 57 24 , , , cord-271094-utpg9p5u 57 25 and and CC cord-271094-utpg9p5u 57 26 the the DT cord-271094-utpg9p5u 57 27 search search NN cord-271094-utpg9p5u 57 28 for for IN cord-271094-utpg9p5u 57 29 differential differential JJ cord-271094-utpg9p5u 57 30 value value NN cord-271094-utpg9p5u 57 31 in in IN cord-271094-utpg9p5u 57 32 the the DT cord-271094-utpg9p5u 57 33 assortment assortment NN cord-271094-utpg9p5u 57 34 make make VBP cord-271094-utpg9p5u 57 35 it -PRON- PRP cord-271094-utpg9p5u 57 36 one one CD cord-271094-utpg9p5u 57 37 of of IN cord-271094-utpg9p5u 57 38 the the DT cord-271094-utpg9p5u 57 39 key key JJ cord-271094-utpg9p5u 57 40 categories category NNS cord-271094-utpg9p5u 57 41 . . . cord-271094-utpg9p5u 58 1 Moreover moreover RB cord-271094-utpg9p5u 58 2 , , , cord-271094-utpg9p5u 58 3 this this DT cord-271094-utpg9p5u 58 4 evolution evolution NN cord-271094-utpg9p5u 58 5 has have VBZ cord-271094-utpg9p5u 58 6 been be VBN cord-271094-utpg9p5u 58 7 fast fast RB cord-271094-utpg9p5u 58 8 - - HYPH cord-271094-utpg9p5u 58 9 forwarded forward VBN cord-271094-utpg9p5u 58 10 through through IN cord-271094-utpg9p5u 58 11 the the DT cord-271094-utpg9p5u 58 12 recent recent JJ cord-271094-utpg9p5u 58 13 Coronavirus Coronavirus NNP cord-271094-utpg9p5u 58 14 disease disease NN cord-271094-utpg9p5u 58 15 ( ( -LRB- cord-271094-utpg9p5u 58 16 COVID-19 covid-19 VB cord-271094-utpg9p5u 58 17 ) ) -RRB- cord-271094-utpg9p5u 58 18 pandemic pandemic NN cord-271094-utpg9p5u 58 19 when when WRB cord-271094-utpg9p5u 58 20 many many JJ cord-271094-utpg9p5u 58 21 consumers consumer NNS cord-271094-utpg9p5u 58 22 were be VBD cord-271094-utpg9p5u 58 23 triggered trigger VBN cord-271094-utpg9p5u 58 24 the the DT cord-271094-utpg9p5u 58 25 first first JJ cord-271094-utpg9p5u 58 26 time time NN cord-271094-utpg9p5u 58 27 to to TO cord-271094-utpg9p5u 58 28 buy buy VB cord-271094-utpg9p5u 58 29 groceries grocery NNS cord-271094-utpg9p5u 58 30 online online RB cord-271094-utpg9p5u 58 31 ( ( -LRB- cord-271094-utpg9p5u 58 32 Statista Statista NNP cord-271094-utpg9p5u 58 33 , , , cord-271094-utpg9p5u 58 34 2020 2020 CD cord-271094-utpg9p5u 58 35 ; ; : cord-271094-utpg9p5u 58 36 Coresight Coresight NNP cord-271094-utpg9p5u 58 37 Research Research NNP cord-271094-utpg9p5u 58 38 , , , cord-271094-utpg9p5u 58 39 2020 2020 CD cord-271094-utpg9p5u 58 40 ) ) -RRB- cord-271094-utpg9p5u 58 41 . . . cord-271094-utpg9p5u 59 1 The the DT cord-271094-utpg9p5u 59 2 strategic strategic JJ cord-271094-utpg9p5u 59 3 nature nature NN cord-271094-utpg9p5u 59 4 , , , cord-271094-utpg9p5u 59 5 its -PRON- PRP$ cord-271094-utpg9p5u 59 6 transformative transformative JJ cord-271094-utpg9p5u 59 7 process process NN cord-271094-utpg9p5u 59 8 , , , cord-271094-utpg9p5u 59 9 and and CC cord-271094-utpg9p5u 59 10 the the DT cord-271094-utpg9p5u 59 11 challenges challenge NNS cord-271094-utpg9p5u 59 12 the the DT cord-271094-utpg9p5u 59 13 firms firm NNS cord-271094-utpg9p5u 59 14 face face VBP cord-271094-utpg9p5u 59 15 make make VBP cord-271094-utpg9p5u 59 16 e e CD cord-271094-utpg9p5u 59 17 - - NN cord-271094-utpg9p5u 59 18 commerce commerce NN cord-271094-utpg9p5u 59 19 grocery grocery NN cord-271094-utpg9p5u 59 20 an an DT cord-271094-utpg9p5u 59 21 area area NN cord-271094-utpg9p5u 59 22 of of IN cord-271094-utpg9p5u 59 23 particular particular JJ cord-271094-utpg9p5u 59 24 interest interest NN cord-271094-utpg9p5u 59 25 for for IN cord-271094-utpg9p5u 59 26 academics academic NNS cord-271094-utpg9p5u 59 27 and and CC cord-271094-utpg9p5u 59 28 marketing marketing NN cord-271094-utpg9p5u 59 29 professionals professional NNS cord-271094-utpg9p5u 59 30 . . . cord-271094-utpg9p5u 60 1 The the DT cord-271094-utpg9p5u 60 2 results result NNS cord-271094-utpg9p5u 60 3 confirm confirm VBP cord-271094-utpg9p5u 60 4 that that IN cord-271094-utpg9p5u 60 5 e e NN cord-271094-utpg9p5u 60 6 - - NN cord-271094-utpg9p5u 60 7 commerce commerce NN cord-271094-utpg9p5u 60 8 is be VBZ cord-271094-utpg9p5u 60 9 optimizing optimize VBG cord-271094-utpg9p5u 60 10 Digital Digital NNP cord-271094-utpg9p5u 60 11 Inbound Inbound NNP cord-271094-utpg9p5u 60 12 Marketing Marketing NNP cord-271094-utpg9p5u 60 13 in in IN cord-271094-utpg9p5u 60 14 line line NN cord-271094-utpg9p5u 60 15 with with IN cord-271094-utpg9p5u 60 16 the the DT cord-271094-utpg9p5u 60 17 established establish VBN cord-271094-utpg9p5u 60 18 model model NN cord-271094-utpg9p5u 60 19 and and CC cord-271094-utpg9p5u 60 20 identifies identify VBZ cord-271094-utpg9p5u 60 21 differences difference NNS cord-271094-utpg9p5u 60 22 across across IN cord-271094-utpg9p5u 60 23 countries country NNS cord-271094-utpg9p5u 60 24 and and CC cord-271094-utpg9p5u 60 25 by by IN cord-271094-utpg9p5u 60 26 the the DT cord-271094-utpg9p5u 60 27 type type NN cord-271094-utpg9p5u 60 28 of of IN cord-271094-utpg9p5u 60 29 firms firm NNS cord-271094-utpg9p5u 60 30 . . . cord-271094-utpg9p5u 61 1 Emphasis emphasis NN cord-271094-utpg9p5u 61 2 is be VBZ cord-271094-utpg9p5u 61 3 placed place VBN cord-271094-utpg9p5u 61 4 on on IN cord-271094-utpg9p5u 61 5 the the DT cord-271094-utpg9p5u 61 6 marginal marginal JJ cord-271094-utpg9p5u 61 7 analysis analysis NN cord-271094-utpg9p5u 61 8 for for IN cord-271094-utpg9p5u 61 9 the the DT cord-271094-utpg9p5u 61 10 use use NN cord-271094-utpg9p5u 61 11 and and CC cord-271094-utpg9p5u 61 12 readjustment readjustment NN cord-271094-utpg9p5u 61 13 of of IN cord-271094-utpg9p5u 61 14 the the DT cord-271094-utpg9p5u 61 15 set set NN cord-271094-utpg9p5u 61 16 of of IN cord-271094-utpg9p5u 61 17 DIM dim NN cord-271094-utpg9p5u 61 18 techniques technique NNS cord-271094-utpg9p5u 61 19 , , , cord-271094-utpg9p5u 61 20 which which WDT cord-271094-utpg9p5u 61 21 in in IN cord-271094-utpg9p5u 61 22 general general JJ cord-271094-utpg9p5u 61 23 depends depend VBZ cord-271094-utpg9p5u 61 24 on on IN cord-271094-utpg9p5u 61 25 the the DT cord-271094-utpg9p5u 61 26 starting starting NN cord-271094-utpg9p5u 61 27 point point NN cord-271094-utpg9p5u 61 28 of of IN cord-271094-utpg9p5u 61 29 the the DT cord-271094-utpg9p5u 61 30 company company NN cord-271094-utpg9p5u 61 31 . . . cord-271094-utpg9p5u 62 1 As as IN cord-271094-utpg9p5u 62 2 the the DT cord-271094-utpg9p5u 62 3 analysis analysis NN cord-271094-utpg9p5u 62 4 is be VBZ cord-271094-utpg9p5u 62 5 not not RB cord-271094-utpg9p5u 62 6 constant constant JJ cord-271094-utpg9p5u 62 7 , , , cord-271094-utpg9p5u 62 8 it -PRON- PRP cord-271094-utpg9p5u 62 9 has have VBZ cord-271094-utpg9p5u 62 10 to to TO cord-271094-utpg9p5u 62 11 adjust adjust VB cord-271094-utpg9p5u 62 12 to to IN cord-271094-utpg9p5u 62 13 the the DT cord-271094-utpg9p5u 62 14 individual individual JJ cord-271094-utpg9p5u 62 15 situation situation NN cord-271094-utpg9p5u 62 16 of of IN cord-271094-utpg9p5u 62 17 each each DT cord-271094-utpg9p5u 62 18 company company NN cord-271094-utpg9p5u 62 19 to to TO cord-271094-utpg9p5u 62 20 identify identify VB cord-271094-utpg9p5u 62 21 the the DT cord-271094-utpg9p5u 62 22 investments investment NNS cord-271094-utpg9p5u 62 23 in in IN cord-271094-utpg9p5u 62 24 DIM dim NN cord-271094-utpg9p5u 62 25 with with IN cord-271094-utpg9p5u 62 26 the the DT cord-271094-utpg9p5u 62 27 highest high JJS cord-271094-utpg9p5u 62 28 return return NN cord-271094-utpg9p5u 62 29 ( ( -LRB- cord-271094-utpg9p5u 62 30 individually individually RB cord-271094-utpg9p5u 62 31 and and CC cord-271094-utpg9p5u 62 32 as as IN cord-271094-utpg9p5u 62 33 a a DT cord-271094-utpg9p5u 62 34 mixture mixture NN cord-271094-utpg9p5u 62 35 of of IN cord-271094-utpg9p5u 62 36 techniques technique NNS cord-271094-utpg9p5u 62 37 ) ) -RRB- cord-271094-utpg9p5u 62 38 . . . cord-271094-utpg9p5u 63 1 In in IN cord-271094-utpg9p5u 63 2 this this DT cord-271094-utpg9p5u 63 3 sense sense NN cord-271094-utpg9p5u 63 4 , , , cord-271094-utpg9p5u 63 5 we -PRON- PRP cord-271094-utpg9p5u 63 6 are be VBP cord-271094-utpg9p5u 63 7 not not RB cord-271094-utpg9p5u 63 8 looking look VBG cord-271094-utpg9p5u 63 9 for for IN cord-271094-utpg9p5u 63 10 a a DT cord-271094-utpg9p5u 63 11 single single JJ cord-271094-utpg9p5u 63 12 governing governing NN cord-271094-utpg9p5u 63 13 rule rule NN cord-271094-utpg9p5u 63 14 based base VBN cord-271094-utpg9p5u 63 15 on on IN cord-271094-utpg9p5u 63 16 competition competition NN cord-271094-utpg9p5u 63 17 , , , cord-271094-utpg9p5u 63 18 but but CC cord-271094-utpg9p5u 63 19 rather rather RB cord-271094-utpg9p5u 63 20 individual individual JJ cord-271094-utpg9p5u 63 21 adjustment adjustment NN cord-271094-utpg9p5u 63 22 guidelines guideline NNS cord-271094-utpg9p5u 63 23 based base VBN cord-271094-utpg9p5u 63 24 on on IN cord-271094-utpg9p5u 63 25 an an DT cord-271094-utpg9p5u 63 26 optimization optimization NN cord-271094-utpg9p5u 63 27 condition condition NN cord-271094-utpg9p5u 63 28 . . . cord-271094-utpg9p5u 64 1 In in IN cord-271094-utpg9p5u 64 2 this this DT cord-271094-utpg9p5u 64 3 process process NN cord-271094-utpg9p5u 64 4 , , , cord-271094-utpg9p5u 64 5 three three CD cord-271094-utpg9p5u 64 6 main main JJ cord-271094-utpg9p5u 64 7 components component NNS cord-271094-utpg9p5u 64 8 are be VBP cord-271094-utpg9p5u 64 9 discussed discuss VBN cord-271094-utpg9p5u 64 10 : : : cord-271094-utpg9p5u 64 11 the the DT cord-271094-utpg9p5u 64 12 management management NN cord-271094-utpg9p5u 64 13 of of IN cord-271094-utpg9p5u 64 14 the the DT cord-271094-utpg9p5u 64 15 technology technology NN cord-271094-utpg9p5u 64 16 on on IN cord-271094-utpg9p5u 64 17 which which WDT cord-271094-utpg9p5u 64 18 SEO SEO NNP cord-271094-utpg9p5u 64 19 and and CC cord-271094-utpg9p5u 64 20 SEM SEM NNP cord-271094-utpg9p5u 64 21 techniques technique NNS cord-271094-utpg9p5u 64 22 are be VBP cord-271094-utpg9p5u 64 23 based base VBN cord-271094-utpg9p5u 64 24 , , , cord-271094-utpg9p5u 64 25 the the DT cord-271094-utpg9p5u 64 26 opportunity opportunity NN cord-271094-utpg9p5u 64 27 cost cost NN cord-271094-utpg9p5u 64 28 derived derive VBN cord-271094-utpg9p5u 64 29 from from IN cord-271094-utpg9p5u 64 30 the the DT cord-271094-utpg9p5u 64 31 market market NN cord-271094-utpg9p5u 64 32 entry entry NN cord-271094-utpg9p5u 64 33 , , , cord-271094-utpg9p5u 64 34 and and CC cord-271094-utpg9p5u 64 35 the the DT cord-271094-utpg9p5u 64 36 different different JJ cord-271094-utpg9p5u 64 37 customer customer NN cord-271094-utpg9p5u 64 38 management management NN cord-271094-utpg9p5u 64 39 strategies strategy NNS cord-271094-utpg9p5u 64 40 applied apply VBN cord-271094-utpg9p5u 64 41 between between IN cord-271094-utpg9p5u 64 42 the the DT cord-271094-utpg9p5u 64 43 marketing marketing NN cord-271094-utpg9p5u 64 44 managers manager NNS cord-271094-utpg9p5u 64 45 of of IN cord-271094-utpg9p5u 64 46 the the DT cord-271094-utpg9p5u 64 47 retail retail JJ cord-271094-utpg9p5u 64 48 companies company NNS cord-271094-utpg9p5u 64 49 of of IN cord-271094-utpg9p5u 64 50 the the DT cord-271094-utpg9p5u 64 51 pure pure JJ cord-271094-utpg9p5u 64 52 player player NN cord-271094-utpg9p5u 64 53 and and CC cord-271094-utpg9p5u 64 54 click click VB cord-271094-utpg9p5u 64 55 and and CC cord-271094-utpg9p5u 64 56 mortar mortar NN cord-271094-utpg9p5u 64 57 retailers retailer NNS cord-271094-utpg9p5u 64 58 . . . cord-271094-utpg9p5u 65 1 Within within IN cord-271094-utpg9p5u 65 2 the the DT cord-271094-utpg9p5u 65 3 context context NN cord-271094-utpg9p5u 65 4 of of IN cord-271094-utpg9p5u 65 5 data data NN cord-271094-utpg9p5u 65 6 - - HYPH cord-271094-utpg9p5u 65 7 driven drive VBN cord-271094-utpg9p5u 65 8 retail retail JJ cord-271094-utpg9p5u 65 9 management management NN cord-271094-utpg9p5u 65 10 of of IN cord-271094-utpg9p5u 65 11 e e NN cord-271094-utpg9p5u 65 12 - - NN cord-271094-utpg9p5u 65 13 commerce commerce JJ cord-271094-utpg9p5u 65 14 websites website NNS cord-271094-utpg9p5u 65 15 , , , cord-271094-utpg9p5u 65 16 we -PRON- PRP cord-271094-utpg9p5u 65 17 systematically systematically RB cord-271094-utpg9p5u 65 18 survey survey VBP cord-271094-utpg9p5u 65 19 the the DT cord-271094-utpg9p5u 65 20 literature literature NN cord-271094-utpg9p5u 65 21 on on IN cord-271094-utpg9p5u 65 22 optimal optimal JJ cord-271094-utpg9p5u 65 23 digital digital JJ cord-271094-utpg9p5u 65 24 marketing marketing NN cord-271094-utpg9p5u 65 25 actions action NNS cord-271094-utpg9p5u 65 26 within within IN cord-271094-utpg9p5u 65 27 a a DT cord-271094-utpg9p5u 65 28 conceptual conceptual JJ cord-271094-utpg9p5u 65 29 framework framework NN cord-271094-utpg9p5u 65 30 of of IN cord-271094-utpg9p5u 65 31 the the DT cord-271094-utpg9p5u 65 32 stages stage NNS cord-271094-utpg9p5u 65 33 of of IN cord-271094-utpg9p5u 65 34 the the DT cord-271094-utpg9p5u 65 35 online online JJ cord-271094-utpg9p5u 65 36 buying buying NN cord-271094-utpg9p5u 65 37 process process NN cord-271094-utpg9p5u 65 38 - - : cord-271094-utpg9p5u 65 39 from from IN cord-271094-utpg9p5u 65 40 attraction attraction NN cord-271094-utpg9p5u 65 41 to to IN cord-271094-utpg9p5u 65 42 loyalty loyalty NN cord-271094-utpg9p5u 65 43 - - : cord-271094-utpg9p5u 65 44 under under IN cord-271094-utpg9p5u 65 45 the the DT cord-271094-utpg9p5u 65 46 roof roof NN cord-271094-utpg9p5u 65 47 of of IN cord-271094-utpg9p5u 65 48 the the DT cord-271094-utpg9p5u 65 49 optimization optimization NN cord-271094-utpg9p5u 65 50 of of IN cord-271094-utpg9p5u 65 51 the the DT cord-271094-utpg9p5u 65 52 marketing marketing NN cord-271094-utpg9p5u 65 53 budget budget NN cord-271094-utpg9p5u 65 54 , , , cord-271094-utpg9p5u 65 55 which which WDT cord-271094-utpg9p5u 65 56 is be VBZ cord-271094-utpg9p5u 65 57 illustrated illustrate VBN cord-271094-utpg9p5u 65 58 in in IN cord-271094-utpg9p5u 65 59 Fig Fig NNP cord-271094-utpg9p5u 65 60 . . . cord-271094-utpg9p5u 66 1 1 1 LS cord-271094-utpg9p5u 67 1 ( ( -LRB- cord-271094-utpg9p5u 67 2 This this DT cord-271094-utpg9p5u 67 3 framework framework NN cord-271094-utpg9p5u 67 4 lays lay VBZ cord-271094-utpg9p5u 67 5 out out RP cord-271094-utpg9p5u 67 6 the the DT cord-271094-utpg9p5u 67 7 basis basis NN cord-271094-utpg9p5u 67 8 for for IN cord-271094-utpg9p5u 67 9 the the DT cord-271094-utpg9p5u 67 10 methodological methodological JJ cord-271094-utpg9p5u 67 11 design design NN cord-271094-utpg9p5u 67 12 of of IN cord-271094-utpg9p5u 67 13 the the DT cord-271094-utpg9p5u 67 14 analysis analysis NN cord-271094-utpg9p5u 67 15 , , , cord-271094-utpg9p5u 67 16 explained explain VBD cord-271094-utpg9p5u 67 17 in in IN cord-271094-utpg9p5u 67 18 detail detail NN cord-271094-utpg9p5u 67 19 in in IN cord-271094-utpg9p5u 67 20 section section NN cord-271094-utpg9p5u 67 21 3 3 CD cord-271094-utpg9p5u 67 22 ) ) -RRB- cord-271094-utpg9p5u 67 23 . . . cord-271094-utpg9p5u 68 1 That that RB cord-271094-utpg9p5u 68 2 is is RB cord-271094-utpg9p5u 68 3 , , , cord-271094-utpg9p5u 68 4 the the DT cord-271094-utpg9p5u 68 5 research research NN cord-271094-utpg9p5u 68 6 relates relate VBZ cord-271094-utpg9p5u 68 7 to to IN cord-271094-utpg9p5u 68 8 both both CC cord-271094-utpg9p5u 68 9 marketing marketing NN cord-271094-utpg9p5u 68 10 literature literature NN cord-271094-utpg9p5u 68 11 on on IN cord-271094-utpg9p5u 68 12 the the DT cord-271094-utpg9p5u 68 13 buying buying NN cord-271094-utpg9p5u 68 14 process process NN cord-271094-utpg9p5u 68 15 and and CC cord-271094-utpg9p5u 68 16 the the DT cord-271094-utpg9p5u 68 17 economic economic JJ cord-271094-utpg9p5u 68 18 literature literature NN cord-271094-utpg9p5u 68 19 on on IN cord-271094-utpg9p5u 68 20 return return NN cord-271094-utpg9p5u 68 21 and and CC cord-271094-utpg9p5u 68 22 analytical analytical JJ cord-271094-utpg9p5u 68 23 models model NNS cord-271094-utpg9p5u 68 24 of of IN cord-271094-utpg9p5u 68 25 optimization optimization NN cord-271094-utpg9p5u 68 26 within within IN cord-271094-utpg9p5u 68 27 the the DT cord-271094-utpg9p5u 68 28 digital digital JJ cord-271094-utpg9p5u 68 29 environment environment NN cord-271094-utpg9p5u 68 30 . . . cord-271094-utpg9p5u 69 1 Table table NN cord-271094-utpg9p5u 69 2 1 1 CD cord-271094-utpg9p5u 69 3 provides provide VBZ cord-271094-utpg9p5u 69 4 an an DT cord-271094-utpg9p5u 69 5 overview overview NN cord-271094-utpg9p5u 69 6 of of IN cord-271094-utpg9p5u 69 7 the the DT cord-271094-utpg9p5u 69 8 most most RBS cord-271094-utpg9p5u 69 9 relevant relevant JJ cord-271094-utpg9p5u 69 10 preceding preceding NN cord-271094-utpg9p5u 69 11 studies study NNS cord-271094-utpg9p5u 69 12 and and CC cord-271094-utpg9p5u 69 13 the the DT cord-271094-utpg9p5u 69 14 A. A. NNP cord-271094-utpg9p5u 69 15 Erdmann Erdmann NNP cord-271094-utpg9p5u 69 16 and and CC cord-271094-utpg9p5u 69 17 J.M. J.M. NNP cord-271094-utpg9p5u 69 18 Ponzoa Ponzoa NNP cord-271094-utpg9p5u 69 19 Technological Technological NNP cord-271094-utpg9p5u 69 20 Forecasting Forecasting NNP cord-271094-utpg9p5u 69 21 & & CC cord-271094-utpg9p5u 69 22 Social Social NNP cord-271094-utpg9p5u 69 23 Change Change NNP cord-271094-utpg9p5u 69 24 162 162 CD cord-271094-utpg9p5u 69 25 ( ( -LRB- cord-271094-utpg9p5u 69 26 2021 2021 CD cord-271094-utpg9p5u 69 27 ) ) -RRB- cord-271094-utpg9p5u 70 1 120373 120373 CD cord-271094-utpg9p5u 70 2 positioning positioning NN cord-271094-utpg9p5u 70 3 of of IN cord-271094-utpg9p5u 70 4 our -PRON- PRP$ cord-271094-utpg9p5u 70 5 research research NN cord-271094-utpg9p5u 70 6 , , , cord-271094-utpg9p5u 70 7 which which WDT cord-271094-utpg9p5u 70 8 are be VBP cord-271094-utpg9p5u 70 9 explained explain VBN cord-271094-utpg9p5u 70 10 in in IN cord-271094-utpg9p5u 70 11 detail detail NN cord-271094-utpg9p5u 70 12 in in IN cord-271094-utpg9p5u 70 13 the the DT cord-271094-utpg9p5u 70 14 following following NN cord-271094-utpg9p5u 70 15 within within IN cord-271094-utpg9p5u 70 16 the the DT cord-271094-utpg9p5u 70 17 conceptual conceptual JJ cord-271094-utpg9p5u 70 18 framework framework NN cord-271094-utpg9p5u 70 19 . . . cord-271094-utpg9p5u 71 1 Considering consider VBG cord-271094-utpg9p5u 71 2 the the DT cord-271094-utpg9p5u 71 3 current current JJ cord-271094-utpg9p5u 71 4 level level NN cord-271094-utpg9p5u 71 5 of of IN cord-271094-utpg9p5u 71 6 development development NN cord-271094-utpg9p5u 71 7 of of IN cord-271094-utpg9p5u 71 8 the the DT cord-271094-utpg9p5u 71 9 information information NN cord-271094-utpg9p5u 71 10 system system NN cord-271094-utpg9p5u 71 11 of of IN cord-271094-utpg9p5u 71 12 firms firm NNS cord-271094-utpg9p5u 71 13 , , , cord-271094-utpg9p5u 71 14 an an DT cord-271094-utpg9p5u 71 15 important important JJ cord-271094-utpg9p5u 71 16 part part NN cord-271094-utpg9p5u 71 17 of of IN cord-271094-utpg9p5u 71 18 the the DT cord-271094-utpg9p5u 71 19 communicative communicative JJ cord-271094-utpg9p5u 71 20 interactions interaction NNS cord-271094-utpg9p5u 71 21 of of IN cord-271094-utpg9p5u 71 22 users user NNS cord-271094-utpg9p5u 71 23 with with IN cord-271094-utpg9p5u 71 24 firms firm NNS cord-271094-utpg9p5u 71 25 ' ' POS cord-271094-utpg9p5u 71 26 websites website NNS cord-271094-utpg9p5u 71 27 can can MD cord-271094-utpg9p5u 71 28 be be VB cord-271094-utpg9p5u 71 29 measured measure VBN cord-271094-utpg9p5u 72 1 ( ( -LRB- cord-271094-utpg9p5u 72 2 Molodchik Molodchik NNP cord-271094-utpg9p5u 72 3 et et NNP cord-271094-utpg9p5u 72 4 al al NNP cord-271094-utpg9p5u 72 5 . . NNP cord-271094-utpg9p5u 72 6 , , , cord-271094-utpg9p5u 72 7 2018 2018 CD cord-271094-utpg9p5u 72 8 ; ; : cord-271094-utpg9p5u 72 9 Opreana Opreana NNP cord-271094-utpg9p5u 72 10 and and CC cord-271094-utpg9p5u 72 11 Vinerean Vinerean NNP cord-271094-utpg9p5u 72 12 , , , cord-271094-utpg9p5u 72 13 2015 2015 CD cord-271094-utpg9p5u 72 14 ; ; . cord-271094-utpg9p5u 73 1 Sandvig Sandvig NNP cord-271094-utpg9p5u 73 2 , , , cord-271094-utpg9p5u 73 3 2016 2016 CD cord-271094-utpg9p5u 73 4 ; ; : cord-271094-utpg9p5u 73 5 Seitz Seitz NNP cord-271094-utpg9p5u 73 6 et et NNP cord-271094-utpg9p5u 73 7 al al NNP cord-271094-utpg9p5u 73 8 . . NNP cord-271094-utpg9p5u 73 9 , , , cord-271094-utpg9p5u 73 10 2017 2017 CD cord-271094-utpg9p5u 73 11 ) ) -RRB- cord-271094-utpg9p5u 73 12 . . . cord-271094-utpg9p5u 74 1 The the DT cord-271094-utpg9p5u 74 2 concept concept NN cord-271094-utpg9p5u 74 3 of of IN cord-271094-utpg9p5u 74 4 service service NN cord-271094-utpg9p5u 74 5 - - HYPH cord-271094-utpg9p5u 74 6 dominant dominant JJ cord-271094-utpg9p5u 74 7 logic logic NN cord-271094-utpg9p5u 74 8 ( ( -LRB- cord-271094-utpg9p5u 74 9 SDL SDL NNP cord-271094-utpg9p5u 74 10 ) ) -RRB- cord-271094-utpg9p5u 74 11 is be VBZ cord-271094-utpg9p5u 74 12 restructuring restructure VBG cord-271094-utpg9p5u 74 13 the the DT cord-271094-utpg9p5u 74 14 vision vision NN cord-271094-utpg9p5u 74 15 of of IN cord-271094-utpg9p5u 74 16 research research NN cord-271094-utpg9p5u 74 17 and and CC cord-271094-utpg9p5u 74 18 business business NN cord-271094-utpg9p5u 74 19 practice practice NN cord-271094-utpg9p5u 74 20 . . . cord-271094-utpg9p5u 75 1 Transactional transactional JJ cord-271094-utpg9p5u 75 2 interactions interaction NNS cord-271094-utpg9p5u 75 3 are be VBP cord-271094-utpg9p5u 75 4 likely likely JJ cord-271094-utpg9p5u 75 5 to to TO cord-271094-utpg9p5u 75 6 be be VB cord-271094-utpg9p5u 75 7 used use VBN cord-271094-utpg9p5u 75 8 for for IN cord-271094-utpg9p5u 75 9 service service NN cord-271094-utpg9p5u 75 10 optimization optimization NN cord-271094-utpg9p5u 75 11 , , , cord-271094-utpg9p5u 75 12 with with IN cord-271094-utpg9p5u 75 13 customer customer NN cord-271094-utpg9p5u 75 14 orientation orientation NN cord-271094-utpg9p5u 75 15 being be VBG cord-271094-utpg9p5u 75 16 a a DT cord-271094-utpg9p5u 75 17 critical critical JJ cord-271094-utpg9p5u 75 18 operant operant NN cord-271094-utpg9p5u 75 19 resource resource NN cord-271094-utpg9p5u 75 20 that that WDT cord-271094-utpg9p5u 75 21 can can MD cord-271094-utpg9p5u 75 22 lead lead VB cord-271094-utpg9p5u 75 23 to to IN cord-271094-utpg9p5u 75 24 superior superior JJ cord-271094-utpg9p5u 75 25 market market NN cord-271094-utpg9p5u 75 26 performance performance NN cord-271094-utpg9p5u 75 27 of of IN cord-271094-utpg9p5u 75 28 retailers retailer NNS cord-271094-utpg9p5u 75 29 , , , cord-271094-utpg9p5u 75 30 especially especially RB cord-271094-utpg9p5u 75 31 when when WRB cord-271094-utpg9p5u 75 32 leveraging leverage VBG cord-271094-utpg9p5u 75 33 different different JJ cord-271094-utpg9p5u 75 34 operant operant NN cord-271094-utpg9p5u 75 35 resources resource NNS cord-271094-utpg9p5u 75 36 in in IN cord-271094-utpg9p5u 75 37 the the DT cord-271094-utpg9p5u 75 38 supply supply NN cord-271094-utpg9p5u 75 39 chain chain NN cord-271094-utpg9p5u 76 1 ( ( -LRB- cord-271094-utpg9p5u 76 2 Beitelspacher Beitelspacher NNP cord-271094-utpg9p5u 76 3 et et NNP cord-271094-utpg9p5u 76 4 al al NNP cord-271094-utpg9p5u 76 5 . . NNP cord-271094-utpg9p5u 76 6 , , , cord-271094-utpg9p5u 76 7 2012 2012 CD cord-271094-utpg9p5u 76 8 ) ) -RRB- cord-271094-utpg9p5u 76 9 . . . cord-271094-utpg9p5u 77 1 A a DT cord-271094-utpg9p5u 77 2 concrete concrete JJ cord-271094-utpg9p5u 77 3 example example NN cord-271094-utpg9p5u 77 4 of of IN cord-271094-utpg9p5u 77 5 a a DT cord-271094-utpg9p5u 77 6 customer customer NN cord-271094-utpg9p5u 77 7 - - HYPH cord-271094-utpg9p5u 77 8 oriented orient VBN cord-271094-utpg9p5u 77 9 service service NN cord-271094-utpg9p5u 77 10 - - HYPH cord-271094-utpg9p5u 77 11 based base VBN cord-271094-utpg9p5u 77 12 resource resource NN cord-271094-utpg9p5u 77 13 is be VBZ cord-271094-utpg9p5u 77 14 providing provide VBG cord-271094-utpg9p5u 77 15 a a DT cord-271094-utpg9p5u 77 16 direct direct JJ cord-271094-utpg9p5u 77 17 link link NN cord-271094-utpg9p5u 77 18 from from IN cord-271094-utpg9p5u 77 19 the the DT cord-271094-utpg9p5u 77 20 corporate corporate JJ cord-271094-utpg9p5u 77 21 website website NN cord-271094-utpg9p5u 77 22 homepage homepage NN cord-271094-utpg9p5u 77 23 to to IN cord-271094-utpg9p5u 77 24 the the DT cord-271094-utpg9p5u 77 25 e e NN cord-271094-utpg9p5u 77 26 - - NN cord-271094-utpg9p5u 77 27 commerce commerce NN cord-271094-utpg9p5u 77 28 site site NN cord-271094-utpg9p5u 77 29 of of IN cord-271094-utpg9p5u 77 30 the the DT cord-271094-utpg9p5u 77 31 firm firm NN cord-271094-utpg9p5u 77 32 , , , cord-271094-utpg9p5u 77 33 which which WDT cord-271094-utpg9p5u 77 34 is be VBZ cord-271094-utpg9p5u 77 35 still still RB cord-271094-utpg9p5u 77 36 observed observe VBN cord-271094-utpg9p5u 77 37 with with IN cord-271094-utpg9p5u 77 38 a a DT cord-271094-utpg9p5u 77 39 certain certain JJ cord-271094-utpg9p5u 77 40 delay delay NN cord-271094-utpg9p5u 77 41 in in IN cord-271094-utpg9p5u 77 42 some some DT cord-271094-utpg9p5u 77 43 concrete concrete JJ cord-271094-utpg9p5u 77 44 markets market NNS cord-271094-utpg9p5u 77 45 for for IN cord-271094-utpg9p5u 77 46 food food NN cord-271094-utpg9p5u 77 47 and and CC cord-271094-utpg9p5u 77 48 beverage beverage NN cord-271094-utpg9p5u 77 49 products product NNS cord-271094-utpg9p5u 78 1 ( ( -LRB- cord-271094-utpg9p5u 78 2 Festa Festa NNP cord-271094-utpg9p5u 78 3 et et FW cord-271094-utpg9p5u 78 4 al al NNP cord-271094-utpg9p5u 78 5 . . NNP cord-271094-utpg9p5u 78 6 , , , cord-271094-utpg9p5u 78 7 2019 2019 CD cord-271094-utpg9p5u 78 8 ) ) -RRB- cord-271094-utpg9p5u 78 9 . . . cord-271094-utpg9p5u 79 1 E e NN cord-271094-utpg9p5u 79 2 - - NN cord-271094-utpg9p5u 79 3 commerce commerce JJ cord-271094-utpg9p5u 79 4 retailers retailer NNS cord-271094-utpg9p5u 79 5 should should MD cord-271094-utpg9p5u 79 6 take take VB cord-271094-utpg9p5u 79 7 advantage advantage NN cord-271094-utpg9p5u 79 8 of of IN cord-271094-utpg9p5u 79 9 the the DT cord-271094-utpg9p5u 79 10 amount amount NN cord-271094-utpg9p5u 79 11 of of IN cord-271094-utpg9p5u 79 12 data datum NNS cord-271094-utpg9p5u 79 13 available available JJ cord-271094-utpg9p5u 79 14 to to TO cord-271094-utpg9p5u 79 15 optimize optimize VB cord-271094-utpg9p5u 79 16 their -PRON- PRP$ cord-271094-utpg9p5u 79 17 web web NN cord-271094-utpg9p5u 79 18 activity activity NN cord-271094-utpg9p5u 80 1 ( ( -LRB- cord-271094-utpg9p5u 80 2 Barile Barile NNP cord-271094-utpg9p5u 80 3 et et NNP cord-271094-utpg9p5u 80 4 al al NNP cord-271094-utpg9p5u 80 5 . . NNP cord-271094-utpg9p5u 80 6 , , , cord-271094-utpg9p5u 80 7 2018 2018 CD cord-271094-utpg9p5u 80 8 ) ) -RRB- cord-271094-utpg9p5u 80 9 and and CC cord-271094-utpg9p5u 80 10 consider consider VB cord-271094-utpg9p5u 80 11 that that IN cord-271094-utpg9p5u 80 12 their -PRON- PRP$ cord-271094-utpg9p5u 80 13 competitors competitor NNS cord-271094-utpg9p5u 80 14 will will MD cord-271094-utpg9p5u 80 15 also also RB cord-271094-utpg9p5u 80 16 do do VB cord-271094-utpg9p5u 80 17 so so RB cord-271094-utpg9p5u 81 1 ( ( -LRB- cord-271094-utpg9p5u 81 2 Croll Croll NNP cord-271094-utpg9p5u 81 3 and and CC cord-271094-utpg9p5u 81 4 Yoskovitz Yoskovitz NNP cord-271094-utpg9p5u 81 5 , , , cord-271094-utpg9p5u 81 6 2013 2013 CD cord-271094-utpg9p5u 81 7 ) ) -RRB- cord-271094-utpg9p5u 81 8 . . . cord-271094-utpg9p5u 82 1 There there EX cord-271094-utpg9p5u 82 2 is be VBZ cord-271094-utpg9p5u 82 3 a a DT cord-271094-utpg9p5u 82 4 need need NN cord-271094-utpg9p5u 82 5 for for IN cord-271094-utpg9p5u 82 6 a a DT cord-271094-utpg9p5u 82 7 systematic systematic JJ cord-271094-utpg9p5u 82 8 process process NN cord-271094-utpg9p5u 82 9 to to TO cord-271094-utpg9p5u 82 10 define define VB cord-271094-utpg9p5u 82 11 and and CC cord-271094-utpg9p5u 82 12 readjust readjust VB cord-271094-utpg9p5u 82 13 the the DT cord-271094-utpg9p5u 82 14 use use NN cord-271094-utpg9p5u 82 15 of of IN cord-271094-utpg9p5u 82 16 new new JJ cord-271094-utpg9p5u 82 17 digital digital JJ cord-271094-utpg9p5u 82 18 marketing marketing NN cord-271094-utpg9p5u 82 19 techniques technique NNS cord-271094-utpg9p5u 82 20 ( ( -LRB- cord-271094-utpg9p5u 82 21 Goldfarb Goldfarb NNP cord-271094-utpg9p5u 82 22 , , , cord-271094-utpg9p5u 82 23 2002 2002 CD cord-271094-utpg9p5u 82 24 ; ; : cord-271094-utpg9p5u 82 25 Clarke Clarke NNP cord-271094-utpg9p5u 82 26 and and CC cord-271094-utpg9p5u 82 27 Jansen Jansen NNP cord-271094-utpg9p5u 82 28 , , , cord-271094-utpg9p5u 82 29 2017 2017 CD cord-271094-utpg9p5u 82 30 ) ) -RRB- cord-271094-utpg9p5u 82 31 . . . cord-271094-utpg9p5u 83 1 Retail retail NN cord-271094-utpg9p5u 83 2 is be VBZ cord-271094-utpg9p5u 83 3 one one CD cord-271094-utpg9p5u 83 4 of of IN cord-271094-utpg9p5u 83 5 the the DT cord-271094-utpg9p5u 83 6 sectors sector NNS cord-271094-utpg9p5u 83 7 in in IN cord-271094-utpg9p5u 83 8 which which WDT cord-271094-utpg9p5u 83 9 digitalization digitalization NN cord-271094-utpg9p5u 83 10 has have VBZ cord-271094-utpg9p5u 83 11 had have VBN cord-271094-utpg9p5u 83 12 the the DT cord-271094-utpg9p5u 83 13 greatest great JJS cord-271094-utpg9p5u 83 14 impact impact NN cord-271094-utpg9p5u 83 15 . . . cord-271094-utpg9p5u 84 1 For for IN cord-271094-utpg9p5u 84 2 their -PRON- PRP$ cord-271094-utpg9p5u 84 3 strategic strategic JJ cord-271094-utpg9p5u 84 4 decision decision NN cord-271094-utpg9p5u 84 5 - - HYPH cord-271094-utpg9p5u 84 6 making making NN cord-271094-utpg9p5u 84 7 , , , cord-271094-utpg9p5u 84 8 the the DT cord-271094-utpg9p5u 84 9 marketing marketing NN cord-271094-utpg9p5u 84 10 managers manager NNS cord-271094-utpg9p5u 84 11 of of IN cord-271094-utpg9p5u 84 12 the the DT cord-271094-utpg9p5u 84 13 sector sector NN cord-271094-utpg9p5u 84 14 require require VBP cord-271094-utpg9p5u 84 15 precise precise JJ cord-271094-utpg9p5u 84 16 studies study NNS cord-271094-utpg9p5u 84 17 of of IN cord-271094-utpg9p5u 84 18 consumer consumer NN cord-271094-utpg9p5u 84 19 behavior behavior NN cord-271094-utpg9p5u 84 20 that that WDT cord-271094-utpg9p5u 84 21 consider consider VBP cord-271094-utpg9p5u 84 22 cross cross JJ cord-271094-utpg9p5u 84 23 - - JJ cord-271094-utpg9p5u 84 24 platform platform JJ cord-271094-utpg9p5u 84 25 access access NN cord-271094-utpg9p5u 84 26 to to IN cord-271094-utpg9p5u 84 27 their -PRON- PRP$ cord-271094-utpg9p5u 84 28 sales sale NNS cord-271094-utpg9p5u 84 29 channels channel NNS cord-271094-utpg9p5u 84 30 ( ( -LRB- cord-271094-utpg9p5u 84 31 Hänninen Hänninen NNP cord-271094-utpg9p5u 84 32 et et NNP cord-271094-utpg9p5u 84 33 al al NNP cord-271094-utpg9p5u 84 34 . . NNP cord-271094-utpg9p5u 84 35 , , , cord-271094-utpg9p5u 84 36 2018 2018 CD cord-271094-utpg9p5u 84 37 ) ) -RRB- cord-271094-utpg9p5u 84 38 . . . cord-271094-utpg9p5u 85 1 It -PRON- PRP cord-271094-utpg9p5u 85 2 is be VBZ cord-271094-utpg9p5u 85 3 possible possible JJ cord-271094-utpg9p5u 85 4 to to TO cord-271094-utpg9p5u 85 5 identify identify VB cord-271094-utpg9p5u 85 6 and and CC cord-271094-utpg9p5u 85 7 control control VB cord-271094-utpg9p5u 85 8 KPIs kpi NNS cord-271094-utpg9p5u 85 9 and and CC cord-271094-utpg9p5u 85 10 business business NN cord-271094-utpg9p5u 85 11 indicators indicator NNS cord-271094-utpg9p5u 85 12 through through IN cord-271094-utpg9p5u 85 13 new new JJ cord-271094-utpg9p5u 85 14 digital digital JJ cord-271094-utpg9p5u 85 15 tools tool NNS cord-271094-utpg9p5u 85 16 and and CC cord-271094-utpg9p5u 85 17 measurement measurement NN cord-271094-utpg9p5u 85 18 techniques technique NNS cord-271094-utpg9p5u 85 19 for for IN cord-271094-utpg9p5u 85 20 audiences audience NNS cord-271094-utpg9p5u 85 21 on on IN cord-271094-utpg9p5u 85 22 the the DT cord-271094-utpg9p5u 85 23 website website NN cord-271094-utpg9p5u 85 24 , , , cord-271094-utpg9p5u 85 25 both both CC cord-271094-utpg9p5u 85 26 as as IN cord-271094-utpg9p5u 85 27 quantitative quantitative JJ cord-271094-utpg9p5u 85 28 ( ( -LRB- cord-271094-utpg9p5u 85 29 Saura Saura NNP cord-271094-utpg9p5u 85 30 et et NNP cord-271094-utpg9p5u 85 31 al al NNP cord-271094-utpg9p5u 85 32 . . NNP cord-271094-utpg9p5u 85 33 , , , cord-271094-utpg9p5u 85 34 2017 2017 CD cord-271094-utpg9p5u 85 35 ) ) -RRB- cord-271094-utpg9p5u 85 36 and and CC cord-271094-utpg9p5u 85 37 qualitative qualitative JJ cord-271094-utpg9p5u 85 38 analysis analysis NN cord-271094-utpg9p5u 85 39 ( ( -LRB- cord-271094-utpg9p5u 85 40 Aulkemeier Aulkemeier NNP cord-271094-utpg9p5u 85 41 et et NNP cord-271094-utpg9p5u 85 42 al al NNP cord-271094-utpg9p5u 85 43 . . NNP cord-271094-utpg9p5u 85 44 , , , cord-271094-utpg9p5u 85 45 2016 2016 CD cord-271094-utpg9p5u 85 46 ) ) -RRB- cord-271094-utpg9p5u 85 47 . . . cord-271094-utpg9p5u 86 1 This this DT cord-271094-utpg9p5u 86 2 implies imply VBZ cord-271094-utpg9p5u 86 3 a a DT cord-271094-utpg9p5u 86 4 new new JJ cord-271094-utpg9p5u 86 5 way way NN cord-271094-utpg9p5u 86 6 of of IN cord-271094-utpg9p5u 86 7 management management NN cord-271094-utpg9p5u 86 8 , , , cord-271094-utpg9p5u 86 9 in in IN cord-271094-utpg9p5u 86 10 which which WDT cord-271094-utpg9p5u 86 11 fast fast JJ cord-271094-utpg9p5u 86 12 and and CC cord-271094-utpg9p5u 86 13 precise precise JJ cord-271094-utpg9p5u 86 14 access access NN cord-271094-utpg9p5u 86 15 to to IN cord-271094-utpg9p5u 86 16 information information NN cord-271094-utpg9p5u 86 17 plays play VBZ cord-271094-utpg9p5u 86 18 a a DT cord-271094-utpg9p5u 86 19 fundamental fundamental JJ cord-271094-utpg9p5u 86 20 role role NN cord-271094-utpg9p5u 86 21 ( ( -LRB- cord-271094-utpg9p5u 86 22 Breugelmans Breugelmans NNP cord-271094-utpg9p5u 86 23 and and CC cord-271094-utpg9p5u 86 24 Campo Campo NNP cord-271094-utpg9p5u 86 25 , , , cord-271094-utpg9p5u 86 26 2016 2016 CD cord-271094-utpg9p5u 86 27 ) ) -RRB- cord-271094-utpg9p5u 86 28 . . . cord-271094-utpg9p5u 87 1 For for IN cord-271094-utpg9p5u 87 2 the the DT cord-271094-utpg9p5u 87 3 analysis analysis NN cord-271094-utpg9p5u 87 4 of of IN cord-271094-utpg9p5u 87 5 traditional traditional JJ cord-271094-utpg9p5u 87 6 marketing marketing NN cord-271094-utpg9p5u 87 7 , , , cord-271094-utpg9p5u 87 8 there there EX cord-271094-utpg9p5u 87 9 are be VBP cord-271094-utpg9p5u 87 10 several several JJ cord-271094-utpg9p5u 87 11 analytical analytical JJ cord-271094-utpg9p5u 87 12 models model NNS cord-271094-utpg9p5u 87 13 of of IN cord-271094-utpg9p5u 87 14 decision decision NN cord-271094-utpg9p5u 87 15 - - HYPH cord-271094-utpg9p5u 87 16 making make VBG cord-271094-utpg9p5u 87 17 regarding regard VBG cord-271094-utpg9p5u 87 18 marketing marketing NN cord-271094-utpg9p5u 87 19 expenses expense NNS cord-271094-utpg9p5u 87 20 . . . cord-271094-utpg9p5u 88 1 One one CD cord-271094-utpg9p5u 88 2 of of IN cord-271094-utpg9p5u 88 3 the the DT cord-271094-utpg9p5u 88 4 best well RBS cord-271094-utpg9p5u 88 5 known know VBN cord-271094-utpg9p5u 88 6 is be VBZ cord-271094-utpg9p5u 88 7 the the DT cord-271094-utpg9p5u 88 8 Dorfman Dorfman NNP cord-271094-utpg9p5u 88 9 and and CC cord-271094-utpg9p5u 88 10 Steiner Steiner NNP cord-271094-utpg9p5u 88 11 ( ( -LRB- cord-271094-utpg9p5u 88 12 1954 1954 CD cord-271094-utpg9p5u 88 13 ) ) -RRB- cord-271094-utpg9p5u 88 14 model model NN cord-271094-utpg9p5u 88 15 , , , cord-271094-utpg9p5u 88 16 based base VBN cord-271094-utpg9p5u 88 17 on on IN cord-271094-utpg9p5u 88 18 a a DT cord-271094-utpg9p5u 88 19 marginalist marginalist NN cord-271094-utpg9p5u 88 20 analysis analysis NN cord-271094-utpg9p5u 88 21 with with IN cord-271094-utpg9p5u 88 22 a a DT cord-271094-utpg9p5u 88 23 microeconomic microeconomic JJ cord-271094-utpg9p5u 88 24 approach approach NN cord-271094-utpg9p5u 88 25 . . . cord-271094-utpg9p5u 89 1 Concretely concretely RB cord-271094-utpg9p5u 89 2 , , , cord-271094-utpg9p5u 89 3 their -PRON- PRP$ cord-271094-utpg9p5u 89 4 analytical analytical JJ cord-271094-utpg9p5u 89 5 model model NN cord-271094-utpg9p5u 89 6 shows show VBZ cord-271094-utpg9p5u 89 7 that that IN cord-271094-utpg9p5u 89 8 if if IN cord-271094-utpg9p5u 89 9 the the DT cord-271094-utpg9p5u 89 10 demand demand NN cord-271094-utpg9p5u 89 11 is be VBZ cord-271094-utpg9p5u 89 12 sensitive sensitive JJ cord-271094-utpg9p5u 89 13 to to IN cord-271094-utpg9p5u 89 14 advertising advertising NN cord-271094-utpg9p5u 89 15 , , , cord-271094-utpg9p5u 89 16 the the DT cord-271094-utpg9p5u 89 17 optimality optimality NN cord-271094-utpg9p5u 89 18 condition condition NN cord-271094-utpg9p5u 89 19 for for IN cord-271094-utpg9p5u 89 20 maximizing maximize VBG cord-271094-utpg9p5u 89 21 profits profit NNS cord-271094-utpg9p5u 89 22 is be VBZ cord-271094-utpg9p5u 89 23 based base VBN cord-271094-utpg9p5u 89 24 on on IN cord-271094-utpg9p5u 89 25 the the DT cord-271094-utpg9p5u 89 26 marginal marginal JJ cord-271094-utpg9p5u 89 27 return return NN cord-271094-utpg9p5u 89 28 , , , cord-271094-utpg9p5u 89 29 and and CC cord-271094-utpg9p5u 89 30 the the DT cord-271094-utpg9p5u 89 31 marginal marginal JJ cord-271094-utpg9p5u 89 32 cost cost NN cord-271094-utpg9p5u 89 33 of of IN cord-271094-utpg9p5u 89 34 an an DT cord-271094-utpg9p5u 89 35 additional additional JJ cord-271094-utpg9p5u 89 36 dollar dollar NN cord-271094-utpg9p5u 89 37 spent spend VBN cord-271094-utpg9p5u 89 38 on on IN cord-271094-utpg9p5u 89 39 ads ad NNS cord-271094-utpg9p5u 89 40 , , , cord-271094-utpg9p5u 89 41 which which WDT cord-271094-utpg9p5u 89 42 has have VBZ cord-271094-utpg9p5u 89 43 established establish VBN cord-271094-utpg9p5u 89 44 as as IN cord-271094-utpg9p5u 89 45 a a DT cord-271094-utpg9p5u 89 46 fundamental fundamental JJ cord-271094-utpg9p5u 89 47 theory theory NN cord-271094-utpg9p5u 89 48 in in IN cord-271094-utpg9p5u 89 49 management management NN cord-271094-utpg9p5u 89 50 and and CC cord-271094-utpg9p5u 89 51 industrial industrial JJ cord-271094-utpg9p5u 89 52 organization organization NN cord-271094-utpg9p5u 89 53 ( ( -LRB- cord-271094-utpg9p5u 89 54 Wierenga Wierenga NNP cord-271094-utpg9p5u 89 55 , , , cord-271094-utpg9p5u 89 56 2008 2008 CD cord-271094-utpg9p5u 89 57 ; ; : cord-271094-utpg9p5u 89 58 Froeb Froeb NNP cord-271094-utpg9p5u 89 59 et et NNP cord-271094-utpg9p5u 89 60 al al NNP cord-271094-utpg9p5u 89 61 . . NNP cord-271094-utpg9p5u 89 62 , , , cord-271094-utpg9p5u 89 63 2018 2018 CD cord-271094-utpg9p5u 89 64 ; ; . cord-271094-utpg9p5u 90 1 Bellflamme Bellflamme NNP cord-271094-utpg9p5u 90 2 and and CC cord-271094-utpg9p5u 90 3 Peitz Peitz NNP cord-271094-utpg9p5u 90 4 , , , cord-271094-utpg9p5u 90 5 2015 2015 CD cord-271094-utpg9p5u 90 6 ; ; : cord-271094-utpg9p5u 90 7 Bagwell Bagwell NNP cord-271094-utpg9p5u 90 8 , , , cord-271094-utpg9p5u 90 9 2007 2007 CD cord-271094-utpg9p5u 90 10 ) ) -RRB- cord-271094-utpg9p5u 90 11 . . . cord-271094-utpg9p5u 91 1 Considering consider VBG cord-271094-utpg9p5u 91 2 the the DT cord-271094-utpg9p5u 91 3 marketing marketing NN cord-271094-utpg9p5u 91 4 literature literature NN cord-271094-utpg9p5u 91 5 , , , cord-271094-utpg9p5u 91 6 after after IN cord-271094-utpg9p5u 91 7 the the DT cord-271094-utpg9p5u 91 8 publication publication NN cord-271094-utpg9p5u 91 9 of of IN cord-271094-utpg9p5u 91 10 the the DT cord-271094-utpg9p5u 91 11 fundamental fundamental JJ cord-271094-utpg9p5u 91 12 theorem theorem NN cord-271094-utpg9p5u 91 13 of of IN cord-271094-utpg9p5u 91 14 Kotler Kotler NNP cord-271094-utpg9p5u 91 15 ( ( -LRB- cord-271094-utpg9p5u 91 16 1967 1967 CD cord-271094-utpg9p5u 91 17 ) ) -RRB- cord-271094-utpg9p5u 91 18 , , , cord-271094-utpg9p5u 91 19 which which WDT cord-271094-utpg9p5u 91 20 proposed propose VBD cord-271094-utpg9p5u 91 21 a a DT cord-271094-utpg9p5u 91 22 proportional proportional JJ cord-271094-utpg9p5u 91 23 relationship relationship NN cord-271094-utpg9p5u 91 24 between between IN cord-271094-utpg9p5u 91 25 the the DT cord-271094-utpg9p5u 91 26 marketing marketing NN cord-271094-utpg9p5u 91 27 effort effort NN cord-271094-utpg9p5u 91 28 and and CC cord-271094-utpg9p5u 91 29 the the DT cord-271094-utpg9p5u 91 30 sales sale NNS cord-271094-utpg9p5u 91 31 or or CC cord-271094-utpg9p5u 91 32 market market NN cord-271094-utpg9p5u 91 33 share share NN cord-271094-utpg9p5u 91 34 , , , cord-271094-utpg9p5u 91 35 a a DT cord-271094-utpg9p5u 91 36 wide wide JJ cord-271094-utpg9p5u 91 37 variety variety NN cord-271094-utpg9p5u 91 38 of of IN cord-271094-utpg9p5u 91 39 methods method NNS cord-271094-utpg9p5u 91 40 -theoretical -theoretical JJ cord-271094-utpg9p5u 91 41 , , , cord-271094-utpg9p5u 91 42 econometric econometric JJ cord-271094-utpg9p5u 91 43 or or CC cord-271094-utpg9p5u 91 44 rules rule NNS cord-271094-utpg9p5u 91 45 of of IN cord-271094-utpg9p5u 91 46 thumb thumb NN cord-271094-utpg9p5u 92 1 -emerged -emerged JJ cord-271094-utpg9p5u 92 2 with with IN cord-271094-utpg9p5u 92 3 the the DT cord-271094-utpg9p5u 92 4 objective objective NN cord-271094-utpg9p5u 92 5 to to TO cord-271094-utpg9p5u 92 6 improve improve VB cord-271094-utpg9p5u 92 7 the the DT cord-271094-utpg9p5u 92 8 efficacy efficacy NN cord-271094-utpg9p5u 92 9 of of IN cord-271094-utpg9p5u 92 10 marketing marketing NN cord-271094-utpg9p5u 92 11 actions action NNS cord-271094-utpg9p5u 92 12 and and CC cord-271094-utpg9p5u 92 13 the the DT cord-271094-utpg9p5u 92 14 allocation allocation NN cord-271094-utpg9p5u 92 15 of of IN cord-271094-utpg9p5u 92 16 the the DT cord-271094-utpg9p5u 92 17 marketing marketing NN cord-271094-utpg9p5u 92 18 budget budget NN cord-271094-utpg9p5u 92 19 ( ( -LRB- cord-271094-utpg9p5u 92 20 Jones Jones NNP cord-271094-utpg9p5u 92 21 , , , cord-271094-utpg9p5u 92 22 1990 1990 CD cord-271094-utpg9p5u 92 23 ; ; : cord-271094-utpg9p5u 92 24 Corfman Corfman NNP cord-271094-utpg9p5u 92 25 and and CC cord-271094-utpg9p5u 92 26 Lehmann Lehmann NNP cord-271094-utpg9p5u 92 27 1994 1994 CD cord-271094-utpg9p5u 92 28 ) ) -RRB- cord-271094-utpg9p5u 92 29 . . . cord-271094-utpg9p5u 93 1 With with IN cord-271094-utpg9p5u 93 2 the the DT cord-271094-utpg9p5u 93 3 digitalization digitalization NN cord-271094-utpg9p5u 93 4 of of IN cord-271094-utpg9p5u 93 5 marketing marketing NN cord-271094-utpg9p5u 93 6 , , , cord-271094-utpg9p5u 93 7 the the DT cord-271094-utpg9p5u 93 8 relation relation NN cord-271094-utpg9p5u 93 9 between between IN cord-271094-utpg9p5u 93 10 effort effort NN cord-271094-utpg9p5u 93 11 and and CC cord-271094-utpg9p5u 93 12 sales sale NNS cord-271094-utpg9p5u 93 13 is be VBZ cord-271094-utpg9p5u 93 14 used use VBN cord-271094-utpg9p5u 93 15 to to TO cord-271094-utpg9p5u 93 16 analyze analyze VB cord-271094-utpg9p5u 93 17 the the DT cord-271094-utpg9p5u 93 18 conversion conversion NN cord-271094-utpg9p5u 93 19 rate rate NN cord-271094-utpg9p5u 93 20 ( ( -LRB- cord-271094-utpg9p5u 93 21 Moe Moe NNP cord-271094-utpg9p5u 93 22 and and CC cord-271094-utpg9p5u 93 23 Fader Fader NNP cord-271094-utpg9p5u 93 24 , , , cord-271094-utpg9p5u 93 25 2004 2004 CD cord-271094-utpg9p5u 93 26 ) ) -RRB- cord-271094-utpg9p5u 93 27 and and CC cord-271094-utpg9p5u 93 28 the the DT cord-271094-utpg9p5u 93 29 allocation allocation NN cord-271094-utpg9p5u 93 30 and and CC cord-271094-utpg9p5u 93 31 interaction interaction NN cord-271094-utpg9p5u 93 32 of of IN cord-271094-utpg9p5u 93 33 resources resource NNS cord-271094-utpg9p5u 93 34 used use VBN cord-271094-utpg9p5u 93 35 in in IN cord-271094-utpg9p5u 93 36 the the DT cord-271094-utpg9p5u 93 37 offline offline JJ cord-271094-utpg9p5u 93 38 and and CC cord-271094-utpg9p5u 93 39 online online JJ cord-271094-utpg9p5u 93 40 channels channel NNS cord-271094-utpg9p5u 93 41 ( ( -LRB- cord-271094-utpg9p5u 93 42 Wiesel Wiesel NNP cord-271094-utpg9p5u 93 43 et et NNP cord-271094-utpg9p5u 93 44 al al NNP cord-271094-utpg9p5u 93 45 . . NNP cord-271094-utpg9p5u 93 46 , , , cord-271094-utpg9p5u 93 47 2010 2010 CD cord-271094-utpg9p5u 93 48 ; ; : cord-271094-utpg9p5u 93 49 Banerjee Banerjee NNP cord-271094-utpg9p5u 93 50 and and CC cord-271094-utpg9p5u 93 51 Bhardwaj Bhardwaj NNP cord-271094-utpg9p5u 93 52 , , , cord-271094-utpg9p5u 93 53 2019 2019 CD cord-271094-utpg9p5u 93 54 ) ) -RRB- cord-271094-utpg9p5u 93 55 . . . cord-271094-utpg9p5u 94 1 The the DT cord-271094-utpg9p5u 94 2 study study NN cord-271094-utpg9p5u 94 3 by by IN cord-271094-utpg9p5u 94 4 Wiesel Wiesel NNP cord-271094-utpg9p5u 94 5 et et NNP cord-271094-utpg9p5u 94 6 al al NNP cord-271094-utpg9p5u 94 7 . . . cord-271094-utpg9p5u 95 1 ( ( -LRB- cord-271094-utpg9p5u 95 2 2010 2010 CD cord-271094-utpg9p5u 95 3 ) ) -RRB- cord-271094-utpg9p5u 95 4 offers offer VBZ cord-271094-utpg9p5u 95 5 an an DT cord-271094-utpg9p5u 95 6 empirical empirical JJ cord-271094-utpg9p5u 95 7 example example NN cord-271094-utpg9p5u 95 8 of of IN cord-271094-utpg9p5u 95 9 how how WRB cord-271094-utpg9p5u 95 10 different different JJ cord-271094-utpg9p5u 95 11 online online RB cord-271094-utpg9p5u 95 12 and and CC cord-271094-utpg9p5u 95 13 offline offline JJ cord-271094-utpg9p5u 95 14 marketing marketing NN cord-271094-utpg9p5u 95 15 activities activity NNS cord-271094-utpg9p5u 95 16 ( ( -LRB- cord-271094-utpg9p5u 95 17 Flyer Flyer NNP cord-271094-utpg9p5u 95 18 , , , cord-271094-utpg9p5u 95 19 AdWords AdWords NNP cord-271094-utpg9p5u 95 20 , , , cord-271094-utpg9p5u 95 21 Discount Discount NNP cord-271094-utpg9p5u 95 22 , , , cord-271094-utpg9p5u 95 23 etc etc FW cord-271094-utpg9p5u 95 24 . . . cord-271094-utpg9p5u 95 25 ) ) -RRB- cord-271094-utpg9p5u 95 26 affect affect VBP cord-271094-utpg9p5u 95 27 purchase purchase NN cord-271094-utpg9p5u 95 28 funnel funnel NN cord-271094-utpg9p5u 95 29 metrics metric NNS cord-271094-utpg9p5u 95 30 . . . cord-271094-utpg9p5u 96 1 Their -PRON- PRP$ cord-271094-utpg9p5u 96 2 findings finding NNS cord-271094-utpg9p5u 96 3 help help VBP cord-271094-utpg9p5u 96 4 firms firm NNS cord-271094-utpg9p5u 96 5 in in IN cord-271094-utpg9p5u 96 6 the the DT cord-271094-utpg9p5u 96 7 decision decision NN cord-271094-utpg9p5u 96 8 of of IN cord-271094-utpg9p5u 96 9 allocating allocate VBG cord-271094-utpg9p5u 96 10 resources resource NNS cord-271094-utpg9p5u 96 11 from from IN cord-271094-utpg9p5u 96 12 a a DT cord-271094-utpg9p5u 96 13 sales sale NNS cord-271094-utpg9p5u 96 14 perspective perspective NN cord-271094-utpg9p5u 96 15 , , , cord-271094-utpg9p5u 96 16 considering consider VBG cord-271094-utpg9p5u 96 17 the the DT cord-271094-utpg9p5u 96 18 response response NN cord-271094-utpg9p5u 96 19 of of IN cord-271094-utpg9p5u 96 20 one one CD cord-271094-utpg9p5u 96 21 activity activity NN cord-271094-utpg9p5u 96 22 on on IN cord-271094-utpg9p5u 96 23 the the DT cord-271094-utpg9p5u 96 24 other other JJ cord-271094-utpg9p5u 96 25 , , , cord-271094-utpg9p5u 96 26 and and CC cord-271094-utpg9p5u 96 27 interestingly interestingly RB cord-271094-utpg9p5u 96 28 find find VBP cord-271094-utpg9p5u 96 29 that that IN cord-271094-utpg9p5u 96 30 online online JJ cord-271094-utpg9p5u 96 31 funnel funnel NN cord-271094-utpg9p5u 96 32 metrics metric NNS cord-271094-utpg9p5u 96 33 have have VBP cord-271094-utpg9p5u 96 34 a a DT cord-271094-utpg9p5u 96 35 unidirectional unidirectional JJ cord-271094-utpg9p5u 96 36 effect effect NN cord-271094-utpg9p5u 96 37 on on IN cord-271094-utpg9p5u 96 38 offline offline JJ cord-271094-utpg9p5u 96 39 funnel funnel NN cord-271094-utpg9p5u 96 40 metrics metric NNS cord-271094-utpg9p5u 96 41 . . . cord-271094-utpg9p5u 97 1 Similarly similarly RB cord-271094-utpg9p5u 97 2 , , , cord-271094-utpg9p5u 97 3 Breugelmans Breugelmans NNP cord-271094-utpg9p5u 97 4 and and CC cord-271094-utpg9p5u 97 5 Campo Campo NNP cord-271094-utpg9p5u 97 6 ( ( -LRB- cord-271094-utpg9p5u 97 7 2016 2016 CD cord-271094-utpg9p5u 97 8 ) ) -RRB- cord-271094-utpg9p5u 97 9 empirically empirically RB cord-271094-utpg9p5u 97 10 identify identify VBP cord-271094-utpg9p5u 97 11 for for IN cord-271094-utpg9p5u 97 12 the the DT cord-271094-utpg9p5u 97 13 largest large JJS cord-271094-utpg9p5u 97 14 online online JJ cord-271094-utpg9p5u 97 15 grocery grocery NN cord-271094-utpg9p5u 97 16 retailer retailer NN cord-271094-utpg9p5u 97 17 in in IN cord-271094-utpg9p5u 97 18 the the DT cord-271094-utpg9p5u 97 19 UK UK NNP cord-271094-utpg9p5u 97 20 , , , cord-271094-utpg9p5u 97 21 an an DT cord-271094-utpg9p5u 97 22 asymmetric asymmetric JJ cord-271094-utpg9p5u 97 23 cannibalization cannibalization NN cord-271094-utpg9p5u 97 24 effect effect NN cord-271094-utpg9p5u 97 25 of of IN cord-271094-utpg9p5u 97 26 promotions promotion NNS cord-271094-utpg9p5u 97 27 in in IN cord-271094-utpg9p5u 97 28 the the DT cord-271094-utpg9p5u 97 29 online online JJ cord-271094-utpg9p5u 97 30 channel channel NN cord-271094-utpg9p5u 97 31 on on IN cord-271094-utpg9p5u 97 32 the the DT cord-271094-utpg9p5u 97 33 offline offline JJ cord-271094-utpg9p5u 97 34 channel channel NN cord-271094-utpg9p5u 97 35 . . . cord-271094-utpg9p5u 98 1 These these DT cord-271094-utpg9p5u 98 2 studies study NNS cord-271094-utpg9p5u 98 3 emphasize emphasize VBP cord-271094-utpg9p5u 98 4 the the DT cord-271094-utpg9p5u 98 5 need need NN cord-271094-utpg9p5u 98 6 to to TO cord-271094-utpg9p5u 98 7 optimize optimize VB cord-271094-utpg9p5u 98 8 the the DT cord-271094-utpg9p5u 98 9 resource resource NN cord-271094-utpg9p5u 98 10 allocation allocation NN cord-271094-utpg9p5u 98 11 in in IN cord-271094-utpg9p5u 98 12 online online JJ cord-271094-utpg9p5u 98 13 marketing marketing NN cord-271094-utpg9p5u 98 14 , , , cord-271094-utpg9p5u 98 15 controlling control VBG cord-271094-utpg9p5u 98 16 continuously continuously RB cord-271094-utpg9p5u 98 17 for for IN cord-271094-utpg9p5u 98 18 an an DT cord-271094-utpg9p5u 98 19 optimal optimal JJ cord-271094-utpg9p5u 98 20 response response NN cord-271094-utpg9p5u 98 21 in in IN cord-271094-utpg9p5u 98 22 terms term NNS cord-271094-utpg9p5u 98 23 of of IN cord-271094-utpg9p5u 98 24 investment investment NN cord-271094-utpg9p5u 98 25 adjustment adjustment NN cord-271094-utpg9p5u 98 26 . . . cord-271094-utpg9p5u 99 1 Regarding regard VBG cord-271094-utpg9p5u 99 2 DIM dim NN cord-271094-utpg9p5u 99 3 , , , cord-271094-utpg9p5u 99 4 and and CC cord-271094-utpg9p5u 99 5 specifically specifically RB cord-271094-utpg9p5u 99 6 in in IN cord-271094-utpg9p5u 99 7 the the DT cord-271094-utpg9p5u 99 8 stages stage NNS cord-271094-utpg9p5u 99 9 of of IN cord-271094-utpg9p5u 99 10 attraction attraction NN cord-271094-utpg9p5u 99 11 and and CC cord-271094-utpg9p5u 99 12 conversion conversion NN cord-271094-utpg9p5u 99 13 , , , cord-271094-utpg9p5u 99 14 there there EX cord-271094-utpg9p5u 99 15 have have VBP cord-271094-utpg9p5u 99 16 been be VBN cord-271094-utpg9p5u 99 17 multiple multiple JJ cord-271094-utpg9p5u 99 18 approaches approach NNS cord-271094-utpg9p5u 99 19 with with IN cord-271094-utpg9p5u 99 20 different different JJ cord-271094-utpg9p5u 99 21 focuses focus VBZ cord-271094-utpg9p5u 99 22 Erdmann Erdmann NNP cord-271094-utpg9p5u 99 23 and and CC cord-271094-utpg9p5u 99 24 J.M. J.M. NNP cord-271094-utpg9p5u 99 25 Ponzoa Ponzoa NNP cord-271094-utpg9p5u 99 26 Technological Technological NNP cord-271094-utpg9p5u 99 27 Forecasting Forecasting NNP cord-271094-utpg9p5u 99 28 & & CC cord-271094-utpg9p5u 99 29 Social Social NNP cord-271094-utpg9p5u 99 30 Change Change NNP cord-271094-utpg9p5u 99 31 162 162 CD cord-271094-utpg9p5u 99 32 ( ( -LRB- cord-271094-utpg9p5u 99 33 2021 2021 CD cord-271094-utpg9p5u 99 34 ) ) -RRB- cord-271094-utpg9p5u 99 35 120373 120373 CD cord-271094-utpg9p5u 99 36 of of IN cord-271094-utpg9p5u 99 37 analysis analysis NN cord-271094-utpg9p5u 99 38 . . . cord-271094-utpg9p5u 100 1 Considering consider VBG cord-271094-utpg9p5u 100 2 the the DT cord-271094-utpg9p5u 100 3 literature literature NN cord-271094-utpg9p5u 100 4 on on IN cord-271094-utpg9p5u 100 5 attracting attract VBG cord-271094-utpg9p5u 100 6 search search NN cord-271094-utpg9p5u 100 7 traffic traffic NN cord-271094-utpg9p5u 100 8 ( ( -LRB- cord-271094-utpg9p5u 100 9 organic organic JJ cord-271094-utpg9p5u 100 10 or or CC cord-271094-utpg9p5u 100 11 paid pay VBN cord-271094-utpg9p5u 100 12 ) ) -RRB- cord-271094-utpg9p5u 100 13 , , , cord-271094-utpg9p5u 100 14 many many JJ cord-271094-utpg9p5u 100 15 studies study NNS cord-271094-utpg9p5u 100 16 have have VBP cord-271094-utpg9p5u 100 17 focused focus VBN cord-271094-utpg9p5u 100 18 on on IN cord-271094-utpg9p5u 100 19 paid pay VBN cord-271094-utpg9p5u 100 20 traffic traffic NN cord-271094-utpg9p5u 100 21 , , , cord-271094-utpg9p5u 100 22 which which WDT cord-271094-utpg9p5u 100 23 motivated motivate VBD cord-271094-utpg9p5u 100 24 Baye Baye NNP cord-271094-utpg9p5u 100 25 et et FW cord-271094-utpg9p5u 100 26 al al NNP cord-271094-utpg9p5u 100 27 . . . cord-271094-utpg9p5u 101 1 ( ( -LRB- cord-271094-utpg9p5u 101 2 2015 2015 CD cord-271094-utpg9p5u 101 3 ) ) -RRB- cord-271094-utpg9p5u 101 4 to to TO cord-271094-utpg9p5u 101 5 explicitly explicitly RB cord-271094-utpg9p5u 101 6 analyze analyze VB cord-271094-utpg9p5u 101 7 organic organic JJ cord-271094-utpg9p5u 101 8 traffic traffic NN cord-271094-utpg9p5u 101 9 through through IN cord-271094-utpg9p5u 101 10 SEO SEO NNP cord-271094-utpg9p5u 101 11 for for IN cord-271094-utpg9p5u 101 12 759 759 CD cord-271094-utpg9p5u 101 13 online online JJ cord-271094-utpg9p5u 101 14 retailers retailer NNS cord-271094-utpg9p5u 101 15 , , , cord-271094-utpg9p5u 101 16 confirming confirm VBG cord-271094-utpg9p5u 101 17 the the DT cord-271094-utpg9p5u 101 18 importance importance NN cord-271094-utpg9p5u 101 19 of of IN cord-271094-utpg9p5u 101 20 SEO seo NN cord-271094-utpg9p5u 101 21 strategies strategy NNS cord-271094-utpg9p5u 101 22 in in IN cord-271094-utpg9p5u 101 23 attracting attract VBG cord-271094-utpg9p5u 101 24 consumers consumer NNS cord-271094-utpg9p5u 101 25 to to IN cord-271094-utpg9p5u 101 26 retailers retailer NNS cord-271094-utpg9p5u 101 27 ' ' POS cord-271094-utpg9p5u 101 28 e e NN cord-271094-utpg9p5u 101 29 - - HYPH cord-271094-utpg9p5u 101 30 commerce commerce NN cord-271094-utpg9p5u 101 31 websites website NNS cord-271094-utpg9p5u 101 32 , , , cord-271094-utpg9p5u 101 33 in in IN cord-271094-utpg9p5u 101 34 particular particular JJ cord-271094-utpg9p5u 101 35 , , , cord-271094-utpg9p5u 101 36 the the DT cord-271094-utpg9p5u 101 37 benefits benefit NNS cord-271094-utpg9p5u 101 38 of of IN cord-271094-utpg9p5u 101 39 rank rank NN cord-271094-utpg9p5u 101 40 improvement improvement NN cord-271094-utpg9p5u 101 41 and and CC cord-271094-utpg9p5u 101 42 brand brand NN cord-271094-utpg9p5u 101 43 awareness awareness NN cord-271094-utpg9p5u 101 44 . . . cord-271094-utpg9p5u 102 1 Saura Saura NNP cord-271094-utpg9p5u 102 2 et et NNP cord-271094-utpg9p5u 102 3 al al NNP cord-271094-utpg9p5u 102 4 . . . cord-271094-utpg9p5u 103 1 ( ( -LRB- cord-271094-utpg9p5u 103 2 2017 2017 CD cord-271094-utpg9p5u 103 3 ) ) -RRB- cord-271094-utpg9p5u 103 4 conduct conduct VB cord-271094-utpg9p5u 103 5 a a DT cord-271094-utpg9p5u 103 6 study study NN cord-271094-utpg9p5u 103 7 to to TO cord-271094-utpg9p5u 103 8 understand understand VB cord-271094-utpg9p5u 103 9 digital digital JJ cord-271094-utpg9p5u 103 10 marketing marketing NN cord-271094-utpg9p5u 103 11 based base VBN cord-271094-utpg9p5u 103 12 on on IN cord-271094-utpg9p5u 103 13 the the DT cord-271094-utpg9p5u 103 14 identification identification NN cord-271094-utpg9p5u 103 15 of of IN cord-271094-utpg9p5u 103 16 the the DT cord-271094-utpg9p5u 103 17 ratios ratio NNS cord-271094-utpg9p5u 103 18 and and CC cord-271094-utpg9p5u 103 19 metrics metric NNS cord-271094-utpg9p5u 103 20 used use VBN cord-271094-utpg9p5u 103 21 in in IN cord-271094-utpg9p5u 103 22 the the DT cord-271094-utpg9p5u 103 23 professional professional JJ cord-271094-utpg9p5u 103 24 world world NN cord-271094-utpg9p5u 103 25 . . . cord-271094-utpg9p5u 104 1 The the DT cord-271094-utpg9p5u 104 2 authors author NNS cord-271094-utpg9p5u 104 3 highlight highlight VBP cord-271094-utpg9p5u 104 4 the the DT cord-271094-utpg9p5u 104 5 benefits benefit NNS cord-271094-utpg9p5u 104 6 of of IN cord-271094-utpg9p5u 104 7 web web NN cord-271094-utpg9p5u 104 8 analytics analytic NNS cord-271094-utpg9p5u 104 9 for for IN cord-271094-utpg9p5u 104 10 digital digital JJ cord-271094-utpg9p5u 104 11 marketing marketing NN cord-271094-utpg9p5u 104 12 depending depend VBG cord-271094-utpg9p5u 104 13 on on IN cord-271094-utpg9p5u 104 14 the the DT cord-271094-utpg9p5u 104 15 context context NN cord-271094-utpg9p5u 104 16 , , , cord-271094-utpg9p5u 104 17 instead instead RB cord-271094-utpg9p5u 104 18 of of IN cord-271094-utpg9p5u 104 19 a a DT cord-271094-utpg9p5u 104 20 general general JJ cord-271094-utpg9p5u 104 21 rule rule NN cord-271094-utpg9p5u 104 22 . . . cord-271094-utpg9p5u 105 1 Concretely concretely RB cord-271094-utpg9p5u 105 2 , , , cord-271094-utpg9p5u 105 3 in in IN cord-271094-utpg9p5u 105 4 a a DT cord-271094-utpg9p5u 105 5 systematic systematic JJ cord-271094-utpg9p5u 105 6 review review NN cord-271094-utpg9p5u 105 7 focused focus VBN cord-271094-utpg9p5u 105 8 on on IN cord-271094-utpg9p5u 105 9 SEO SEO NNP cord-271094-utpg9p5u 105 10 and and CC cord-271094-utpg9p5u 105 11 SEM SEM NNP cord-271094-utpg9p5u 105 12 techniques technique NNS cord-271094-utpg9p5u 105 13 , , , cord-271094-utpg9p5u 105 14 they -PRON- PRP cord-271094-utpg9p5u 105 15 identify identify VBP cord-271094-utpg9p5u 105 16 the the DT cord-271094-utpg9p5u 105 17 most most RBS cord-271094-utpg9p5u 105 18 relevant relevant JJ cord-271094-utpg9p5u 105 19 KPIs kpi NNS cord-271094-utpg9p5u 105 20 to to TO cord-271094-utpg9p5u 105 21 control control VB cord-271094-utpg9p5u 105 22 efficacy efficacy NN cord-271094-utpg9p5u 105 23 of of IN cord-271094-utpg9p5u 105 24 DIM dim NN cord-271094-utpg9p5u 105 25 : : : cord-271094-utpg9p5u 105 26 conversion conversion NN cord-271094-utpg9p5u 105 27 rate rate NN cord-271094-utpg9p5u 105 28 , , , cord-271094-utpg9p5u 105 29 user user NN cord-271094-utpg9p5u 105 30 differentiation differentiation NN cord-271094-utpg9p5u 105 31 between between IN cord-271094-utpg9p5u 105 32 new new JJ cord-271094-utpg9p5u 105 33 and and CC cord-271094-utpg9p5u 105 34 returning return VBG cord-271094-utpg9p5u 105 35 visitors visitor NNS cord-271094-utpg9p5u 105 36 , , , cord-271094-utpg9p5u 105 37 type type NN cord-271094-utpg9p5u 105 38 of of IN cord-271094-utpg9p5u 105 39 traffic traffic NN cord-271094-utpg9p5u 105 40 source source NN cord-271094-utpg9p5u 105 41 , , , cord-271094-utpg9p5u 105 42 and and CC cord-271094-utpg9p5u 105 43 keyword keyword NN cord-271094-utpg9p5u 105 44 type type NN cord-271094-utpg9p5u 105 45 and and CC cord-271094-utpg9p5u 105 46 ranking ranking NN cord-271094-utpg9p5u 105 47 . . . cord-271094-utpg9p5u 106 1 Since since IN cord-271094-utpg9p5u 106 2 a a DT cord-271094-utpg9p5u 106 3 successful successful JJ cord-271094-utpg9p5u 106 4 DIM dim NN cord-271094-utpg9p5u 106 5 strategy strategy NN cord-271094-utpg9p5u 106 6 needs need VBZ cord-271094-utpg9p5u 106 7 to to TO cord-271094-utpg9p5u 106 8 be be VB cord-271094-utpg9p5u 106 9 both both DT cord-271094-utpg9p5u 106 10 effective effective JJ cord-271094-utpg9p5u 106 11 and and CC cord-271094-utpg9p5u 106 12 efficient efficient JJ cord-271094-utpg9p5u 106 13 , , , cord-271094-utpg9p5u 106 14 in in IN cord-271094-utpg9p5u 106 15 the the DT cord-271094-utpg9p5u 106 16 present present JJ cord-271094-utpg9p5u 106 17 paper paper NN cord-271094-utpg9p5u 106 18 , , , cord-271094-utpg9p5u 106 19 we -PRON- PRP cord-271094-utpg9p5u 106 20 focus focus VBP cord-271094-utpg9p5u 106 21 on on IN cord-271094-utpg9p5u 106 22 efficiency efficiency NN cord-271094-utpg9p5u 106 23 , , , cord-271094-utpg9p5u 106 24 in in IN cord-271094-utpg9p5u 106 25 the the DT cord-271094-utpg9p5u 106 26 context context NN cord-271094-utpg9p5u 106 27 of of IN cord-271094-utpg9p5u 106 28 a a DT cord-271094-utpg9p5u 106 29 contraction contraction NN cord-271094-utpg9p5u 106 30 model model NN cord-271094-utpg9p5u 106 31 where where WRB cord-271094-utpg9p5u 106 32 advertisers advertiser NNS cord-271094-utpg9p5u 106 33 pay pay VBP cord-271094-utpg9p5u 106 34 when when WRB cord-271094-utpg9p5u 106 35 the the DT cord-271094-utpg9p5u 106 36 ad ad NN cord-271094-utpg9p5u 106 37 is be VBZ cord-271094-utpg9p5u 106 38 clicked click VBN cord-271094-utpg9p5u 106 39 ( ( -LRB- cord-271094-utpg9p5u 106 40 pay pay VB cord-271094-utpg9p5u 106 41 - - HYPH cord-271094-utpg9p5u 106 42 per per NN cord-271094-utpg9p5u 106 43 - - HYPH cord-271094-utpg9p5u 106 44 click click NN cord-271094-utpg9p5u 106 45 ( ( -LRB- cord-271094-utpg9p5u 106 46 PPC PPC NNP cord-271094-utpg9p5u 106 47 ) ) -RRB- cord-271094-utpg9p5u 106 48 ) ) -RRB- cord-271094-utpg9p5u 106 49 , , , cord-271094-utpg9p5u 106 50 and and CC cord-271094-utpg9p5u 106 51 consider consider VB cord-271094-utpg9p5u 106 52 both both DT cord-271094-utpg9p5u 106 53 paid pay VBN cord-271094-utpg9p5u 106 54 and and CC cord-271094-utpg9p5u 106 55 organic organic JJ cord-271094-utpg9p5u 106 56 search search NN cord-271094-utpg9p5u 106 57 traffic traffic NN cord-271094-utpg9p5u 106 58 . . . cord-271094-utpg9p5u 107 1 Seitz Seitz NNP cord-271094-utpg9p5u 107 2 et et NNP cord-271094-utpg9p5u 107 3 al al NNP cord-271094-utpg9p5u 107 4 . . . cord-271094-utpg9p5u 108 1 ( ( -LRB- cord-271094-utpg9p5u 108 2 2017 2017 CD cord-271094-utpg9p5u 108 3 ) ) -RRB- cord-271094-utpg9p5u 108 4 center center VBP cord-271094-utpg9p5u 108 5 their -PRON- PRP$ cord-271094-utpg9p5u 108 6 study study NN cord-271094-utpg9p5u 108 7 on on IN cord-271094-utpg9p5u 108 8 the the DT cord-271094-utpg9p5u 108 9 consumer consumer NN cord-271094-utpg9p5u 108 10 interest interest NN cord-271094-utpg9p5u 108 11 in in IN cord-271094-utpg9p5u 108 12 the the DT cord-271094-utpg9p5u 108 13 German german JJ cord-271094-utpg9p5u 108 14 grocery grocery NN cord-271094-utpg9p5u 108 15 market market NN cord-271094-utpg9p5u 108 16 and and CC cord-271094-utpg9p5u 108 17 empirically empirically RB cord-271094-utpg9p5u 108 18 identify identify VB cord-271094-utpg9p5u 108 19 , , , cord-271094-utpg9p5u 108 20 from from IN cord-271094-utpg9p5u 108 21 the the DT cord-271094-utpg9p5u 108 22 perspective perspective NN cord-271094-utpg9p5u 108 23 of of IN cord-271094-utpg9p5u 108 24 practical practical JJ cord-271094-utpg9p5u 108 25 application application NN cord-271094-utpg9p5u 108 26 , , , cord-271094-utpg9p5u 108 27 the the DT cord-271094-utpg9p5u 108 28 consumer consumer NN cord-271094-utpg9p5u 108 29 type type NN cord-271094-utpg9p5u 108 30 and and CC cord-271094-utpg9p5u 108 31 incentives incentive NNS cord-271094-utpg9p5u 108 32 of of IN cord-271094-utpg9p5u 108 33 attraction attraction NN cord-271094-utpg9p5u 108 34 to to IN cord-271094-utpg9p5u 108 35 the the DT cord-271094-utpg9p5u 108 36 website website NN cord-271094-utpg9p5u 108 37 , , , cord-271094-utpg9p5u 108 38 which which WDT cord-271094-utpg9p5u 108 39 allows allow VBZ cord-271094-utpg9p5u 108 40 to to TO cord-271094-utpg9p5u 108 41 differentiate differentiate VB cord-271094-utpg9p5u 108 42 digital digital JJ cord-271094-utpg9p5u 108 43 marketing marketing NN cord-271094-utpg9p5u 108 44 content content NN cord-271094-utpg9p5u 108 45 and and CC cord-271094-utpg9p5u 108 46 actions action NNS cord-271094-utpg9p5u 108 47 by by IN cord-271094-utpg9p5u 108 48 consumer consumer NN cord-271094-utpg9p5u 108 49 groups group NNS cord-271094-utpg9p5u 108 50 . . . cord-271094-utpg9p5u 109 1 Concretely concretely RB cord-271094-utpg9p5u 109 2 , , , cord-271094-utpg9p5u 109 3 they -PRON- PRP cord-271094-utpg9p5u 109 4 find find VBP cord-271094-utpg9p5u 109 5 that that IN cord-271094-utpg9p5u 109 6 working work VBG cord-271094-utpg9p5u 109 7 mothers mother NNS cord-271094-utpg9p5u 109 8 and and CC cord-271094-utpg9p5u 109 9 young young JJ cord-271094-utpg9p5u 109 10 professionals professional NNS cord-271094-utpg9p5u 109 11 show show VBP cord-271094-utpg9p5u 109 12 a a DT cord-271094-utpg9p5u 109 13 significantly significantly RB cord-271094-utpg9p5u 109 14 higher high JJR cord-271094-utpg9p5u 109 15 interest interest NN cord-271094-utpg9p5u 109 16 in in IN cord-271094-utpg9p5u 109 17 online online JJ cord-271094-utpg9p5u 109 18 grocery grocery NN cord-271094-utpg9p5u 109 19 shopping shopping NN cord-271094-utpg9p5u 109 20 than than IN cord-271094-utpg9p5u 109 21 other other JJ cord-271094-utpg9p5u 109 22 groups group NNS cord-271094-utpg9p5u 109 23 and and CC cord-271094-utpg9p5u 110 1 the the DT cord-271094-utpg9p5u 110 2 most most RBS cord-271094-utpg9p5u 110 3 important important JJ cord-271094-utpg9p5u 110 4 reason reason NN cord-271094-utpg9p5u 110 5 is be VBZ cord-271094-utpg9p5u 110 6 convenience convenience NN cord-271094-utpg9p5u 110 7 ( ( -LRB- cord-271094-utpg9p5u 110 8 independence independence NN cord-271094-utpg9p5u 110 9 from from IN cord-271094-utpg9p5u 110 10 opening open VBG cord-271094-utpg9p5u 110 11 hours hour NNS cord-271094-utpg9p5u 110 12 , , , cord-271094-utpg9p5u 110 13 easy easy JJ cord-271094-utpg9p5u 110 14 ordering ordering NN cord-271094-utpg9p5u 110 15 , , , cord-271094-utpg9p5u 110 16 no no DT cord-271094-utpg9p5u 110 17 queueing queueing NN cord-271094-utpg9p5u 110 18 , , , cord-271094-utpg9p5u 110 19 time time NN cord-271094-utpg9p5u 110 20 saving save VBG cord-271094-utpg9p5u 110 21 ) ) -RRB- cord-271094-utpg9p5u 110 22 while while IN cord-271094-utpg9p5u 110 23 the the DT cord-271094-utpg9p5u 110 24 main main JJ cord-271094-utpg9p5u 110 25 obstacle obstacle NN cord-271094-utpg9p5u 110 26 was be VBD cord-271094-utpg9p5u 110 27 the the DT cord-271094-utpg9p5u 110 28 lack lack NN cord-271094-utpg9p5u 110 29 of of IN cord-271094-utpg9p5u 110 30 trust trust NN cord-271094-utpg9p5u 110 31 in in IN cord-271094-utpg9p5u 110 32 grocery grocery NN cord-271094-utpg9p5u 110 33 e e NNP cord-271094-utpg9p5u 110 34 - - NN cord-271094-utpg9p5u 110 35 commerce commerce NN cord-271094-utpg9p5u 110 36 and and CC cord-271094-utpg9p5u 110 37 digital digital JJ cord-271094-utpg9p5u 110 38 marketplaces marketplace NNS cord-271094-utpg9p5u 110 39 . . . cord-271094-utpg9p5u 111 1 Such such JJ cord-271094-utpg9p5u 111 2 preceding precede VBG cord-271094-utpg9p5u 111 3 studies study NNS cord-271094-utpg9p5u 111 4 show show VBP cord-271094-utpg9p5u 111 5 that that IN cord-271094-utpg9p5u 111 6 the the DT cord-271094-utpg9p5u 111 7 observed observed JJ cord-271094-utpg9p5u 111 8 search search NN cord-271094-utpg9p5u 111 9 traffic traffic NN cord-271094-utpg9p5u 111 10 stems stem VBZ cord-271094-utpg9p5u 111 11 from from IN cord-271094-utpg9p5u 111 12 a a DT cord-271094-utpg9p5u 111 13 variety variety NN cord-271094-utpg9p5u 111 14 of of IN cord-271094-utpg9p5u 111 15 heterogeneous heterogeneous JJ cord-271094-utpg9p5u 111 16 consumer consumer NN cord-271094-utpg9p5u 111 17 interests interest NNS cord-271094-utpg9p5u 111 18 that that WDT cord-271094-utpg9p5u 111 19 can can MD cord-271094-utpg9p5u 111 20 be be VB cord-271094-utpg9p5u 111 21 explicitly explicitly RB cord-271094-utpg9p5u 111 22 targeted target VBN cord-271094-utpg9p5u 111 23 . . . cord-271094-utpg9p5u 112 1 If if IN cord-271094-utpg9p5u 112 2 it -PRON- PRP cord-271094-utpg9p5u 112 3 comes come VBZ cord-271094-utpg9p5u 112 4 to to IN cord-271094-utpg9p5u 112 5 the the DT cord-271094-utpg9p5u 112 6 specific specific JJ cord-271094-utpg9p5u 112 7 content content NN cord-271094-utpg9p5u 112 8 of of IN cord-271094-utpg9p5u 112 9 interest interest NN cord-271094-utpg9p5u 112 10 , , , cord-271094-utpg9p5u 112 11 Halbheer Halbheer NNP cord-271094-utpg9p5u 112 12 et et NNP cord-271094-utpg9p5u 112 13 al al NNP cord-271094-utpg9p5u 112 14 . . . cord-271094-utpg9p5u 113 1 ( ( -LRB- cord-271094-utpg9p5u 113 2 2014 2014 CD cord-271094-utpg9p5u 113 3 ) ) -RRB- cord-271094-utpg9p5u 113 4 , , , cord-271094-utpg9p5u 113 5 examine examine VB cord-271094-utpg9p5u 113 6 the the DT cord-271094-utpg9p5u 113 7 optimality optimality NN cord-271094-utpg9p5u 113 8 ratio ratio NN cord-271094-utpg9p5u 113 9 of of IN cord-271094-utpg9p5u 113 10 offering offer VBG cord-271094-utpg9p5u 113 11 free free JJ cord-271094-utpg9p5u 113 12 samples sample NNS cord-271094-utpg9p5u 113 13 to to TO cord-271094-utpg9p5u 113 14 disclose disclose VB cord-271094-utpg9p5u 113 15 quality quality NN cord-271094-utpg9p5u 113 16 and and CC cord-271094-utpg9p5u 113 17 offering offer VBG cord-271094-utpg9p5u 113 18 paid pay VBN cord-271094-utpg9p5u 113 19 content content NN cord-271094-utpg9p5u 113 20 only only RB cord-271094-utpg9p5u 113 21 , , , cord-271094-utpg9p5u 113 22 within within IN cord-271094-utpg9p5u 113 23 the the DT cord-271094-utpg9p5u 113 24 Dorfman Dorfman NNP cord-271094-utpg9p5u 113 25 and and CC cord-271094-utpg9p5u 113 26 Steiner Steiner NNP cord-271094-utpg9p5u 113 27 ( ( -LRB- cord-271094-utpg9p5u 113 28 1954 1954 CD cord-271094-utpg9p5u 113 29 ) ) -RRB- cord-271094-utpg9p5u 113 30 framework framework NN cord-271094-utpg9p5u 113 31 . . . cord-271094-utpg9p5u 114 1 The the DT cord-271094-utpg9p5u 114 2 authors author NNS cord-271094-utpg9p5u 114 3 conclude conclude VBP cord-271094-utpg9p5u 114 4 that that IN cord-271094-utpg9p5u 114 5 the the DT cord-271094-utpg9p5u 114 6 optimal optimal JJ cord-271094-utpg9p5u 114 7 decision decision NN cord-271094-utpg9p5u 114 8 depends depend VBZ cord-271094-utpg9p5u 114 9 on on IN cord-271094-utpg9p5u 114 10 the the DT cord-271094-utpg9p5u 114 11 sensitivity sensitivity NN cord-271094-utpg9p5u 114 12 of of IN cord-271094-utpg9p5u 114 13 consumers consumer NNS cord-271094-utpg9p5u 114 14 ' ' POS cord-271094-utpg9p5u 114 15 quality quality NN cord-271094-utpg9p5u 114 16 expectations expectation NNS cord-271094-utpg9p5u 114 17 with with IN cord-271094-utpg9p5u 114 18 respect respect NN cord-271094-utpg9p5u 114 19 to to IN cord-271094-utpg9p5u 114 20 free free JJ cord-271094-utpg9p5u 114 21 samples sample NNS cord-271094-utpg9p5u 114 22 , , , cord-271094-utpg9p5u 114 23 reflecting reflect VBG cord-271094-utpg9p5u 114 24 the the DT cord-271094-utpg9p5u 114 25 trade trade NN cord-271094-utpg9p5u 114 26 - - HYPH cord-271094-utpg9p5u 114 27 off off NN cord-271094-utpg9p5u 114 28 between between IN cord-271094-utpg9p5u 114 29 market market NN cord-271094-utpg9p5u 114 30 expansion expansion NN cord-271094-utpg9p5u 114 31 through through IN cord-271094-utpg9p5u 114 32 learning learning NN cord-271094-utpg9p5u 114 33 and and CC cord-271094-utpg9p5u 114 34 cannibalization cannibalization NN cord-271094-utpg9p5u 114 35 of of IN cord-271094-utpg9p5u 114 36 their -PRON- PRP$ cord-271094-utpg9p5u 114 37 own own JJ cord-271094-utpg9p5u 114 38 sales sale NNS cord-271094-utpg9p5u 114 39 . . . cord-271094-utpg9p5u 115 1 With with IN cord-271094-utpg9p5u 115 2 the the DT cord-271094-utpg9p5u 115 3 aim aim NN cord-271094-utpg9p5u 115 4 to to TO cord-271094-utpg9p5u 115 5 make make VB cord-271094-utpg9p5u 115 6 data datum NNS cord-271094-utpg9p5u 115 7 on on IN cord-271094-utpg9p5u 115 8 search search NN cord-271094-utpg9p5u 115 9 traffic traffic NN cord-271094-utpg9p5u 115 10 useful useful JJ cord-271094-utpg9p5u 115 11 to to TO cord-271094-utpg9p5u 115 12 forecast forecast VB cord-271094-utpg9p5u 115 13 technological technological JJ cord-271094-utpg9p5u 115 14 adaptation adaptation NN cord-271094-utpg9p5u 115 15 in in IN cord-271094-utpg9p5u 115 16 terms term NNS cord-271094-utpg9p5u 115 17 of of IN cord-271094-utpg9p5u 115 18 sales sale NNS cord-271094-utpg9p5u 115 19 volume volume NN cord-271094-utpg9p5u 115 20 , , , cord-271094-utpg9p5u 115 21 Jun Jun NNP cord-271094-utpg9p5u 115 22 et et NNP cord-271094-utpg9p5u 115 23 al al NNP cord-271094-utpg9p5u 115 24 . . . cord-271094-utpg9p5u 116 1 ( ( -LRB- cord-271094-utpg9p5u 116 2 2014 2014 CD cord-271094-utpg9p5u 116 3 ) ) -RRB- cord-271094-utpg9p5u 116 4 use use VB cord-271094-utpg9p5u 116 5 a a DT cord-271094-utpg9p5u 116 6 time time NN cord-271094-utpg9p5u 116 7 series series NN cord-271094-utpg9p5u 116 8 analysis analysis NN cord-271094-utpg9p5u 116 9 based base VBN cord-271094-utpg9p5u 116 10 on on IN cord-271094-utpg9p5u 116 11 keywords keyword NNS cord-271094-utpg9p5u 116 12 used use VBN cord-271094-utpg9p5u 116 13 . . . cord-271094-utpg9p5u 117 1 The the DT cord-271094-utpg9p5u 117 2 authors author NNS cord-271094-utpg9p5u 117 3 were be VBD cord-271094-utpg9p5u 117 4 able able JJ cord-271094-utpg9p5u 117 5 to to TO cord-271094-utpg9p5u 117 6 identify identify VB cord-271094-utpg9p5u 117 7 that that IN cord-271094-utpg9p5u 117 8 branded brand VBN cord-271094-utpg9p5u 117 9 keywords keyword NNS cord-271094-utpg9p5u 117 10 can can MD cord-271094-utpg9p5u 117 11 be be VB cord-271094-utpg9p5u 117 12 used use VBN cord-271094-utpg9p5u 117 13 for for IN cord-271094-utpg9p5u 117 14 predicting predict VBG cord-271094-utpg9p5u 117 15 the the DT cord-271094-utpg9p5u 117 16 purchase purchase NN cord-271094-utpg9p5u 117 17 behavior behavior NN cord-271094-utpg9p5u 117 18 of of IN cord-271094-utpg9p5u 117 19 website website NN cord-271094-utpg9p5u 117 20 visitors visitor NNS cord-271094-utpg9p5u 117 21 . . . cord-271094-utpg9p5u 118 1 Another another DT cord-271094-utpg9p5u 118 2 study study NN cord-271094-utpg9p5u 118 3 that that WDT cord-271094-utpg9p5u 118 4 models model VBZ cord-271094-utpg9p5u 118 5 conversion conversion VBP cord-271094-utpg9p5u 118 6 in in IN cord-271094-utpg9p5u 118 7 detail detail NN cord-271094-utpg9p5u 118 8 , , , cord-271094-utpg9p5u 118 9 rather rather RB cord-271094-utpg9p5u 118 10 than than IN cord-271094-utpg9p5u 118 11 providing provide VBG cord-271094-utpg9p5u 118 12 only only RB cord-271094-utpg9p5u 118 13 aggregated aggregate VBN cord-271094-utpg9p5u 118 14 measures measure NNS cord-271094-utpg9p5u 118 15 , , , cord-271094-utpg9p5u 118 16 is be VBZ cord-271094-utpg9p5u 118 17 Moe Moe NNP cord-271094-utpg9p5u 118 18 and and CC cord-271094-utpg9p5u 118 19 Fader Fader NNP cord-271094-utpg9p5u 118 20 ( ( -LRB- cord-271094-utpg9p5u 118 21 2004 2004 CD cord-271094-utpg9p5u 118 22 ) ) -RRB- cord-271094-utpg9p5u 118 23 . . . cord-271094-utpg9p5u 119 1 They -PRON- PRP cord-271094-utpg9p5u 119 2 propose propose VBP cord-271094-utpg9p5u 119 3 and and CC cord-271094-utpg9p5u 119 4 estimate estimate VBP cord-271094-utpg9p5u 119 5 a a DT cord-271094-utpg9p5u 119 6 structural structural JJ cord-271094-utpg9p5u 119 7 model model NN cord-271094-utpg9p5u 119 8 on on IN cord-271094-utpg9p5u 119 9 the the DT cord-271094-utpg9p5u 119 10 purchase purchase NN cord-271094-utpg9p5u 119 11 probability probability NN cord-271094-utpg9p5u 119 12 based base VBN cord-271094-utpg9p5u 119 13 on on IN cord-271094-utpg9p5u 119 14 clickstream clickstream NN cord-271094-utpg9p5u 119 15 data datum NNS cord-271094-utpg9p5u 119 16 of of IN cord-271094-utpg9p5u 119 17 Amazon Amazon NNP cord-271094-utpg9p5u 119 18 , , , cord-271094-utpg9p5u 119 19 differentiating differentiate VBG cord-271094-utpg9p5u 119 20 by by IN cord-271094-utpg9p5u 119 21 shopper shopper NN cord-271094-utpg9p5u 119 22 motivation motivation NN cord-271094-utpg9p5u 119 23 ( ( -LRB- cord-271094-utpg9p5u 119 24 directed direct VBN cord-271094-utpg9p5u 119 25 buyers buyer NNS cord-271094-utpg9p5u 119 26 , , , cord-271094-utpg9p5u 119 27 search search NN cord-271094-utpg9p5u 119 28 visitors visitor NNS cord-271094-utpg9p5u 119 29 , , , cord-271094-utpg9p5u 119 30 hedonic hedonic JJ cord-271094-utpg9p5u 119 31 browsers browser NNS cord-271094-utpg9p5u 119 32 , , , cord-271094-utpg9p5u 119 33 and and CC cord-271094-utpg9p5u 119 34 knowledge knowledge NN cord-271094-utpg9p5u 119 35 - - HYPH cord-271094-utpg9p5u 119 36 building building NN cord-271094-utpg9p5u 119 37 visitors visitor NNS cord-271094-utpg9p5u 119 38 ) ) -RRB- cord-271094-utpg9p5u 119 39 . . . cord-271094-utpg9p5u 120 1 The the DT cord-271094-utpg9p5u 120 2 authors author NNS cord-271094-utpg9p5u 120 3 highlight highlight VBP cord-271094-utpg9p5u 120 4 the the DT cord-271094-utpg9p5u 120 5 dynamics dynamic NNS cord-271094-utpg9p5u 120 6 of of IN cord-271094-utpg9p5u 120 7 the the DT cord-271094-utpg9p5u 120 8 individual individual JJ cord-271094-utpg9p5u 120 9 purchase purchase NN cord-271094-utpg9p5u 120 10 - - HYPH cord-271094-utpg9p5u 120 11 threshold threshold NN cord-271094-utpg9p5u 120 12 of of IN cord-271094-utpg9p5u 120 13 consumers consumer NNS cord-271094-utpg9p5u 120 14 , , , cord-271094-utpg9p5u 120 15 which which WDT cord-271094-utpg9p5u 120 16 for for IN cord-271094-utpg9p5u 120 17 returning return VBG cord-271094-utpg9p5u 120 18 consumers consumer NNS cord-271094-utpg9p5u 120 19 may may MD cord-271094-utpg9p5u 120 20 diminish diminish VB cord-271094-utpg9p5u 120 21 over over IN cord-271094-utpg9p5u 120 22 time time NN cord-271094-utpg9p5u 120 23 due due JJ cord-271094-utpg9p5u 120 24 to to IN cord-271094-utpg9p5u 120 25 a a DT cord-271094-utpg9p5u 120 26 higher high JJR cord-271094-utpg9p5u 120 27 frequency frequency NN cord-271094-utpg9p5u 120 28 of of IN cord-271094-utpg9p5u 120 29 visits visit NNS cord-271094-utpg9p5u 120 30 before before IN cord-271094-utpg9p5u 120 31 making make VBG cord-271094-utpg9p5u 120 32 the the DT cord-271094-utpg9p5u 120 33 purchase purchase NN cord-271094-utpg9p5u 120 34 decision decision NN cord-271094-utpg9p5u 120 35 but but CC cord-271094-utpg9p5u 120 36 at at IN cord-271094-utpg9p5u 120 37 the the DT cord-271094-utpg9p5u 120 38 same same JJ cord-271094-utpg9p5u 120 39 time time NN cord-271094-utpg9p5u 120 40 may may MD cord-271094-utpg9p5u 120 41 increase increase VB cord-271094-utpg9p5u 120 42 due due IN cord-271094-utpg9p5u 120 43 to to IN cord-271094-utpg9p5u 120 44 prior prior JJ cord-271094-utpg9p5u 120 45 positive positive JJ cord-271094-utpg9p5u 120 46 purchase purchase NN cord-271094-utpg9p5u 120 47 experience experience NN cord-271094-utpg9p5u 120 48 . . . cord-271094-utpg9p5u 121 1 These these DT cord-271094-utpg9p5u 121 2 studies study NNS cord-271094-utpg9p5u 121 3 show show VBP cord-271094-utpg9p5u 121 4 once once RB cord-271094-utpg9p5u 121 5 more more RBR cord-271094-utpg9p5u 121 6 that that IN cord-271094-utpg9p5u 121 7 search search NN cord-271094-utpg9p5u 121 8 traffic traffic NN cord-271094-utpg9p5u 121 9 can can MD cord-271094-utpg9p5u 121 10 be be VB cord-271094-utpg9p5u 121 11 exploited exploit VBN cord-271094-utpg9p5u 121 12 to to TO cord-271094-utpg9p5u 121 13 measure measure VB cord-271094-utpg9p5u 121 14 performance performance NN cord-271094-utpg9p5u 121 15 and and CC cord-271094-utpg9p5u 121 16 increase increase VB cord-271094-utpg9p5u 121 17 understanding understanding NN cord-271094-utpg9p5u 121 18 of of IN cord-271094-utpg9p5u 121 19 the the DT cord-271094-utpg9p5u 121 20 purchase purchase NN cord-271094-utpg9p5u 121 21 process process NN cord-271094-utpg9p5u 121 22 . . . cord-271094-utpg9p5u 122 1 However however RB cord-271094-utpg9p5u 122 2 , , , cord-271094-utpg9p5u 122 3 since since IN cord-271094-utpg9p5u 122 4 these these DT cord-271094-utpg9p5u 122 5 papers paper NNS cord-271094-utpg9p5u 122 6 focus focus VBP cord-271094-utpg9p5u 122 7 on on IN cord-271094-utpg9p5u 122 8 the the DT cord-271094-utpg9p5u 122 9 demand demand NN cord-271094-utpg9p5u 122 10 side side NN cord-271094-utpg9p5u 122 11 in in IN cord-271094-utpg9p5u 122 12 terms term NNS cord-271094-utpg9p5u 122 13 of of IN cord-271094-utpg9p5u 122 14 consumer consumer NN cord-271094-utpg9p5u 122 15 attraction attraction NN cord-271094-utpg9p5u 122 16 , , , cord-271094-utpg9p5u 122 17 their -PRON- PRP$ cord-271094-utpg9p5u 122 18 objective objective JJ cord-271094-utpg9p5u 122 19 differs differ VBZ cord-271094-utpg9p5u 122 20 from from IN cord-271094-utpg9p5u 122 21 our -PRON- PRP$ cord-271094-utpg9p5u 122 22 paper paper NN cord-271094-utpg9p5u 122 23 as as IN cord-271094-utpg9p5u 122 24 we -PRON- PRP cord-271094-utpg9p5u 122 25 focus focus VBP cord-271094-utpg9p5u 122 26 on on IN cord-271094-utpg9p5u 122 27 economic economic JJ cord-271094-utpg9p5u 122 28 optimality optimality NN cord-271094-utpg9p5u 122 29 in in IN cord-271094-utpg9p5u 122 30 terms term NNS cord-271094-utpg9p5u 122 31 of of IN cord-271094-utpg9p5u 122 32 the the DT cord-271094-utpg9p5u 122 33 minimization minimization NN cord-271094-utpg9p5u 122 34 of of IN cord-271094-utpg9p5u 122 35 digital digital JJ cord-271094-utpg9p5u 122 36 marketing marketing NN cord-271094-utpg9p5u 122 37 costs cost NNS cord-271094-utpg9p5u 122 38 for for IN cord-271094-utpg9p5u 122 39 a a DT cord-271094-utpg9p5u 122 40 given give VBN cord-271094-utpg9p5u 122 41 sales sale NNS cord-271094-utpg9p5u 122 42 objective objective NN cord-271094-utpg9p5u 122 43 . . . cord-271094-utpg9p5u 123 1 The the DT cord-271094-utpg9p5u 123 2 process process NN cord-271094-utpg9p5u 123 3 of of IN cord-271094-utpg9p5u 123 4 customer customer NN cord-271094-utpg9p5u 123 5 engagement engagement NN cord-271094-utpg9p5u 123 6 is be VBZ cord-271094-utpg9p5u 123 7 reconsidered reconsider VBN cord-271094-utpg9p5u 123 8 by by IN cord-271094-utpg9p5u 123 9 Bowden Bowden NNP cord-271094-utpg9p5u 123 10 ( ( -LRB- cord-271094-utpg9p5u 123 11 2009 2009 CD cord-271094-utpg9p5u 123 12 ) ) -RRB- cord-271094-utpg9p5u 123 13 and and CC cord-271094-utpg9p5u 123 14 Naumann Naumann NNP cord-271094-utpg9p5u 123 15 and and CC cord-271094-utpg9p5u 123 16 Bowden Bowden NNP cord-271094-utpg9p5u 123 17 ( ( -LRB- cord-271094-utpg9p5u 123 18 2015 2015 CD cord-271094-utpg9p5u 123 19 ) ) -RRB- cord-271094-utpg9p5u 123 20 , , , cord-271094-utpg9p5u 123 21 extending extend VBG cord-271094-utpg9p5u 123 22 the the DT cord-271094-utpg9p5u 123 23 understanding understanding NN cord-271094-utpg9p5u 123 24 of of IN cord-271094-utpg9p5u 123 25 customer customer NN cord-271094-utpg9p5u 123 26 engagement engagement NN cord-271094-utpg9p5u 123 27 to to IN cord-271094-utpg9p5u 123 28 a a DT cord-271094-utpg9p5u 123 29 variety variety NN cord-271094-utpg9p5u 123 30 of of IN cord-271094-utpg9p5u 123 31 brand brand NN cord-271094-utpg9p5u 123 32 - - HYPH cord-271094-utpg9p5u 123 33 focused focus VBN cord-271094-utpg9p5u 123 34 activities activity NNS cord-271094-utpg9p5u 123 35 and and CC cord-271094-utpg9p5u 123 36 suggesting suggest VBG cord-271094-utpg9p5u 123 37 new new JJ cord-271094-utpg9p5u 123 38 measures measure NNS cord-271094-utpg9p5u 123 39 of of IN cord-271094-utpg9p5u 123 40 loyalty loyalty NN cord-271094-utpg9p5u 123 41 ( ( -LRB- cord-271094-utpg9p5u 123 42 as as IN cord-271094-utpg9p5u 123 43 a a DT cord-271094-utpg9p5u 123 44 crucial crucial JJ cord-271094-utpg9p5u 123 45 outcome outcome NN cord-271094-utpg9p5u 123 46 of of IN cord-271094-utpg9p5u 123 47 engagement engagement NN cord-271094-utpg9p5u 123 48 ) ) -RRB- cord-271094-utpg9p5u 123 49 in in IN cord-271094-utpg9p5u 123 50 terms term NNS cord-271094-utpg9p5u 123 51 of of IN cord-271094-utpg9p5u 123 52 satisfaction satisfaction NN cord-271094-utpg9p5u 123 53 , , , cord-271094-utpg9p5u 123 54 affective affective JJ cord-271094-utpg9p5u 123 55 commitment commitment NN cord-271094-utpg9p5u 123 56 or or CC cord-271094-utpg9p5u 123 57 rapport rapport NN cord-271094-utpg9p5u 123 58 . . . cord-271094-utpg9p5u 124 1 Melis Melis NNP cord-271094-utpg9p5u 124 2 et et NNP cord-271094-utpg9p5u 124 3 al al NNP cord-271094-utpg9p5u 124 4 . . . cord-271094-utpg9p5u 125 1 ( ( -LRB- cord-271094-utpg9p5u 125 2 2015 2015 CD cord-271094-utpg9p5u 125 3 ) ) -RRB- cord-271094-utpg9p5u 125 4 empirically empirically RB cord-271094-utpg9p5u 125 5 analyze analyze VBP cord-271094-utpg9p5u 125 6 the the DT cord-271094-utpg9p5u 125 7 optimal optimal JJ cord-271094-utpg9p5u 125 8 store store NN cord-271094-utpg9p5u 125 9 choice choice NN cord-271094-utpg9p5u 125 10 with with IN cord-271094-utpg9p5u 125 11 a a DT cord-271094-utpg9p5u 125 12 focus focus NN cord-271094-utpg9p5u 125 13 on on IN cord-271094-utpg9p5u 125 14 loyalty loyalty NN cord-271094-utpg9p5u 125 15 . . . cord-271094-utpg9p5u 126 1 Differentiating differentiate VBG cord-271094-utpg9p5u 126 2 between between IN cord-271094-utpg9p5u 126 3 variable variable NN cord-271094-utpg9p5u 126 4 and and CC cord-271094-utpg9p5u 126 5 fixed fixed JJ cord-271094-utpg9p5u 126 6 shopping shopping NN cord-271094-utpg9p5u 126 7 utility utility NN cord-271094-utpg9p5u 126 8 , , , cord-271094-utpg9p5u 126 9 they -PRON- PRP cord-271094-utpg9p5u 126 10 find find VBP cord-271094-utpg9p5u 126 11 that that IN cord-271094-utpg9p5u 126 12 online online JJ cord-271094-utpg9p5u 126 13 shopping shopping NN cord-271094-utpg9p5u 126 14 choice choice NN cord-271094-utpg9p5u 126 15 is be VBZ cord-271094-utpg9p5u 126 16 initially initially RB cord-271094-utpg9p5u 126 17 determined determine VBN cord-271094-utpg9p5u 126 18 by by IN cord-271094-utpg9p5u 126 19 Table Table NNP cord-271094-utpg9p5u 126 20 1 1 CD cord-271094-utpg9p5u 126 21 Research Research NNP cord-271094-utpg9p5u 126 22 contribution contribution NN cord-271094-utpg9p5u 126 23 embedded embed VBN cord-271094-utpg9p5u 126 24 in in IN cord-271094-utpg9p5u 126 25 the the DT cord-271094-utpg9p5u 126 26 literature literature NN cord-271094-utpg9p5u 126 27 on on IN cord-271094-utpg9p5u 126 28 DIM dim NN cord-271094-utpg9p5u 126 29 . . . cord-271094-utpg9p5u 127 1 A. A. NNP cord-271094-utpg9p5u 127 2 Erdmann Erdmann NNP cord-271094-utpg9p5u 127 3 and and CC cord-271094-utpg9p5u 127 4 J.M. J.M. NNP cord-271094-utpg9p5u 127 5 Ponzoa Ponzoa NNP cord-271094-utpg9p5u 127 6 Technological Technological NNP cord-271094-utpg9p5u 127 7 Forecasting Forecasting NNP cord-271094-utpg9p5u 127 8 & & CC cord-271094-utpg9p5u 127 9 Social Social NNP cord-271094-utpg9p5u 127 10 Change Change NNP cord-271094-utpg9p5u 127 11 162 162 CD cord-271094-utpg9p5u 127 12 ( ( -LRB- cord-271094-utpg9p5u 127 13 2021 2021 CD cord-271094-utpg9p5u 127 14 ) ) -RRB- cord-271094-utpg9p5u 128 1 120373 120373 CD cord-271094-utpg9p5u 129 1 the the DT cord-271094-utpg9p5u 129 2 preferred preferred JJ cord-271094-utpg9p5u 129 3 offline offline JJ cord-271094-utpg9p5u 129 4 retail retail JJ cord-271094-utpg9p5u 129 5 brand brand NN cord-271094-utpg9p5u 129 6 , , , cord-271094-utpg9p5u 129 7 but but CC cord-271094-utpg9p5u 129 8 with with IN cord-271094-utpg9p5u 129 9 the the DT cord-271094-utpg9p5u 129 10 online online JJ cord-271094-utpg9p5u 129 11 experience experience NN cord-271094-utpg9p5u 129 12 , , , cord-271094-utpg9p5u 129 13 the the DT cord-271094-utpg9p5u 129 14 online online JJ cord-271094-utpg9p5u 129 15 store store NN cord-271094-utpg9p5u 129 16 loyalty loyalty NN cord-271094-utpg9p5u 129 17 dominates dominate VBZ cord-271094-utpg9p5u 129 18 the the DT cord-271094-utpg9p5u 129 19 consumer consumer NN cord-271094-utpg9p5u 129 20 choice choice NN cord-271094-utpg9p5u 129 21 online online RB cord-271094-utpg9p5u 129 22 . . . cord-271094-utpg9p5u 130 1 On on IN cord-271094-utpg9p5u 130 2 the the DT cord-271094-utpg9p5u 130 3 other other JJ cord-271094-utpg9p5u 130 4 hand hand NN cord-271094-utpg9p5u 130 5 , , , cord-271094-utpg9p5u 130 6 as as IN cord-271094-utpg9p5u 130 7 mentioned mention VBN cord-271094-utpg9p5u 130 8 earlier early RBR cord-271094-utpg9p5u 130 9 , , , cord-271094-utpg9p5u 130 10 the the DT cord-271094-utpg9p5u 130 11 work work NN cord-271094-utpg9p5u 130 12 by by IN cord-271094-utpg9p5u 130 13 Moe Moe NNP cord-271094-utpg9p5u 130 14 and and CC cord-271094-utpg9p5u 130 15 Fader Fader NNP cord-271094-utpg9p5u 130 16 ( ( -LRB- cord-271094-utpg9p5u 130 17 2004 2004 CD cord-271094-utpg9p5u 130 18 ) ) -RRB- cord-271094-utpg9p5u 130 19 , , , cord-271094-utpg9p5u 130 20 suggests suggest VBZ cord-271094-utpg9p5u 130 21 a a DT cord-271094-utpg9p5u 130 22 dynamic dynamic JJ cord-271094-utpg9p5u 130 23 and and CC cord-271094-utpg9p5u 130 24 ambiguous ambiguous JJ cord-271094-utpg9p5u 130 25 result result NN cord-271094-utpg9p5u 130 26 of of IN cord-271094-utpg9p5u 130 27 loyalty loyalty NN cord-271094-utpg9p5u 130 28 on on IN cord-271094-utpg9p5u 130 29 the the DT cord-271094-utpg9p5u 130 30 conversion conversion NN cord-271094-utpg9p5u 130 31 rate rate NN cord-271094-utpg9p5u 130 32 . . . cord-271094-utpg9p5u 131 1 These these DT cord-271094-utpg9p5u 131 2 dynamics dynamic NNS cord-271094-utpg9p5u 131 3 of of IN cord-271094-utpg9p5u 131 4 decision decision NN cord-271094-utpg9p5u 131 5 - - HYPH cord-271094-utpg9p5u 131 6 drivers driver NNS cord-271094-utpg9p5u 131 7 in in IN cord-271094-utpg9p5u 131 8 the the DT cord-271094-utpg9p5u 131 9 online online JJ cord-271094-utpg9p5u 131 10 grocery grocery NN cord-271094-utpg9p5u 131 11 choice choice NN cord-271094-utpg9p5u 131 12 of of IN cord-271094-utpg9p5u 131 13 consumers consumer NNS cord-271094-utpg9p5u 131 14 can can MD cord-271094-utpg9p5u 131 15 be be VB cord-271094-utpg9p5u 131 16 regarded regard VBN cord-271094-utpg9p5u 131 17 as as IN cord-271094-utpg9p5u 131 18 an an DT cord-271094-utpg9p5u 131 19 indication indication NN cord-271094-utpg9p5u 131 20 that that IN cord-271094-utpg9p5u 131 21 optimal optimal JJ cord-271094-utpg9p5u 131 22 digital digital JJ cord-271094-utpg9p5u 131 23 marketing marketing NN cord-271094-utpg9p5u 131 24 choice choice NN cord-271094-utpg9p5u 131 25 is be VBZ cord-271094-utpg9p5u 131 26 also also RB cord-271094-utpg9p5u 131 27 relevant relevant JJ cord-271094-utpg9p5u 131 28 at at IN cord-271094-utpg9p5u 131 29 the the DT cord-271094-utpg9p5u 131 30 loyalty loyalty NN cord-271094-utpg9p5u 131 31 stage stage NN cord-271094-utpg9p5u 131 32 and and CC cord-271094-utpg9p5u 131 33 suggests suggest VBZ cord-271094-utpg9p5u 131 34 a a DT cord-271094-utpg9p5u 131 35 continuous continuous JJ cord-271094-utpg9p5u 131 36 readjustment readjustment NN cord-271094-utpg9p5u 131 37 of of IN cord-271094-utpg9p5u 131 38 marketing marketing NN cord-271094-utpg9p5u 131 39 techniques technique NNS cord-271094-utpg9p5u 131 40 . . . cord-271094-utpg9p5u 132 1 From from IN cord-271094-utpg9p5u 132 2 a a DT cord-271094-utpg9p5u 132 3 cost cost NN cord-271094-utpg9p5u 132 4 perspective perspective NN cord-271094-utpg9p5u 132 5 , , , cord-271094-utpg9p5u 132 6 the the DT cord-271094-utpg9p5u 132 7 main main JJ cord-271094-utpg9p5u 132 8 challenge challenge NN cord-271094-utpg9p5u 132 9 of of IN cord-271094-utpg9p5u 132 10 the the DT cord-271094-utpg9p5u 132 11 home home NN cord-271094-utpg9p5u 132 12 delivery delivery NN cord-271094-utpg9p5u 132 13 business business NN cord-271094-utpg9p5u 132 14 model model NN cord-271094-utpg9p5u 132 15 are be VBP cord-271094-utpg9p5u 132 16 the the DT cord-271094-utpg9p5u 132 17 high high JJ cord-271094-utpg9p5u 132 18 delivery delivery NN cord-271094-utpg9p5u 132 19 costs cost NNS cord-271094-utpg9p5u 132 20 in in IN cord-271094-utpg9p5u 132 21 the the DT cord-271094-utpg9p5u 132 22 " " `` cord-271094-utpg9p5u 132 23 last last JJ cord-271094-utpg9p5u 132 24 mile mile NN cord-271094-utpg9p5u 132 25 " " '' cord-271094-utpg9p5u 132 26 ( ( -LRB- cord-271094-utpg9p5u 132 27 shipping shipping NN cord-271094-utpg9p5u 132 28 costs cost NNS cord-271094-utpg9p5u 132 29 from from IN cord-271094-utpg9p5u 132 30 the the DT cord-271094-utpg9p5u 132 31 local local JJ cord-271094-utpg9p5u 132 32 platform platform NN cord-271094-utpg9p5u 132 33 to to IN cord-271094-utpg9p5u 132 34 the the DT cord-271094-utpg9p5u 132 35 consumer consumer NN cord-271094-utpg9p5u 132 36 's 's POS cord-271094-utpg9p5u 132 37 home home NN cord-271094-utpg9p5u 132 38 or or CC cord-271094-utpg9p5u 132 39 work work NN cord-271094-utpg9p5u 132 40 ) ) -RRB- cord-271094-utpg9p5u 132 41 and and CC cord-271094-utpg9p5u 132 42 the the DT cord-271094-utpg9p5u 132 43 high high JJ cord-271094-utpg9p5u 132 44 expectations expectation NNS cord-271094-utpg9p5u 132 45 of of IN cord-271094-utpg9p5u 132 46 consumers consumer NNS cord-271094-utpg9p5u 132 47 on on IN cord-271094-utpg9p5u 132 48 the the DT cord-271094-utpg9p5u 132 49 Internet internet NN cord-271094-utpg9p5u 132 50 in in IN cord-271094-utpg9p5u 132 51 terms term NNS cord-271094-utpg9p5u 132 52 of of IN cord-271094-utpg9p5u 132 53 fast fast JJ cord-271094-utpg9p5u 132 54 and and CC cord-271094-utpg9p5u 132 55 correct correct JJ cord-271094-utpg9p5u 132 56 delivery delivery NN cord-271094-utpg9p5u 132 57 on on IN cord-271094-utpg9p5u 132 58 time time NN cord-271094-utpg9p5u 132 59 . . . cord-271094-utpg9p5u 133 1 Zissis Zissis NNP cord-271094-utpg9p5u 133 2 et et NNP cord-271094-utpg9p5u 133 3 al al NNP cord-271094-utpg9p5u 133 4 . . . cord-271094-utpg9p5u 134 1 ( ( -LRB- cord-271094-utpg9p5u 134 2 2018 2018 CD cord-271094-utpg9p5u 134 3 ) ) -RRB- cord-271094-utpg9p5u 134 4 study study VB cord-271094-utpg9p5u 134 5 possible possible JJ cord-271094-utpg9p5u 134 6 collaboration collaboration NN cord-271094-utpg9p5u 134 7 between between IN cord-271094-utpg9p5u 134 8 companies company NNS cord-271094-utpg9p5u 134 9 in in IN cord-271094-utpg9p5u 134 10 urban urban JJ cord-271094-utpg9p5u 134 11 areas area NNS cord-271094-utpg9p5u 134 12 to to TO cord-271094-utpg9p5u 134 13 manage manage VB cord-271094-utpg9p5u 134 14 the the DT cord-271094-utpg9p5u 134 15 distribution distribution NN cord-271094-utpg9p5u 134 16 challenges challenge NNS cord-271094-utpg9p5u 134 17 of of IN cord-271094-utpg9p5u 134 18 last last JJ cord-271094-utpg9p5u 134 19 - - HYPH cord-271094-utpg9p5u 134 20 mile mile NN cord-271094-utpg9p5u 134 21 delivery delivery NN cord-271094-utpg9p5u 134 22 . . . cord-271094-utpg9p5u 135 1 All all DT cord-271094-utpg9p5u 135 2 this this DT cord-271094-utpg9p5u 135 3 reduces reduce VBZ cord-271094-utpg9p5u 135 4 the the DT cord-271094-utpg9p5u 135 5 profit profit NN cord-271094-utpg9p5u 135 6 margin margin NN cord-271094-utpg9p5u 135 7 in in IN cord-271094-utpg9p5u 135 8 the the DT cord-271094-utpg9p5u 135 9 online online JJ cord-271094-utpg9p5u 135 10 segment segment NN cord-271094-utpg9p5u 135 11 ( ( -LRB- cord-271094-utpg9p5u 135 12 Suel Suel NNP cord-271094-utpg9p5u 135 13 and and CC cord-271094-utpg9p5u 135 14 Polak Polak NNP cord-271094-utpg9p5u 135 15 , , , cord-271094-utpg9p5u 135 16 2017 2017 CD cord-271094-utpg9p5u 135 17 ) ) -RRB- cord-271094-utpg9p5u 135 18 . . . cord-271094-utpg9p5u 136 1 Considering consider VBG cord-271094-utpg9p5u 136 2 the the DT cord-271094-utpg9p5u 136 3 costs cost NNS cord-271094-utpg9p5u 136 4 associated associate VBN cord-271094-utpg9p5u 136 5 with with IN cord-271094-utpg9p5u 136 6 marketing marketing NN cord-271094-utpg9p5u 136 7 techniques technique NNS cord-271094-utpg9p5u 136 8 or or CC cord-271094-utpg9p5u 136 9 attraction attraction NN cord-271094-utpg9p5u 136 10 of of IN cord-271094-utpg9p5u 136 11 potential potential JJ cord-271094-utpg9p5u 136 12 consumers consumer NNS cord-271094-utpg9p5u 136 13 , , , cord-271094-utpg9p5u 136 14 Reinares Reinares NNP cord-271094-utpg9p5u 136 15 and and CC cord-271094-utpg9p5u 136 16 Ponzoa Ponzoa NNP cord-271094-utpg9p5u 136 17 ( ( -LRB- cord-271094-utpg9p5u 136 18 2008 2008 CD cord-271094-utpg9p5u 136 19 ) ) -RRB- cord-271094-utpg9p5u 136 20 analyze analyze VB cord-271094-utpg9p5u 136 21 the the DT cord-271094-utpg9p5u 136 22 optimization optimization NN cord-271094-utpg9p5u 136 23 of of IN cord-271094-utpg9p5u 136 24 the the DT cord-271094-utpg9p5u 136 25 marketing marketing NN cord-271094-utpg9p5u 136 26 budget budget NN cord-271094-utpg9p5u 136 27 based base VBN cord-271094-utpg9p5u 136 28 on on IN cord-271094-utpg9p5u 136 29 the the DT cord-271094-utpg9p5u 136 30 cost cost NN cord-271094-utpg9p5u 136 31 of of IN cord-271094-utpg9p5u 136 32 contact contact NN cord-271094-utpg9p5u 136 33 through through IN cord-271094-utpg9p5u 136 34 different different JJ cord-271094-utpg9p5u 136 35 direct direct JJ cord-271094-utpg9p5u 136 36 marketing marketing NN cord-271094-utpg9p5u 136 37 channels channel NNS cord-271094-utpg9p5u 136 38 ( ( -LRB- cord-271094-utpg9p5u 136 39 mailing mailing NN cord-271094-utpg9p5u 136 40 , , , cord-271094-utpg9p5u 136 41 email email NN cord-271094-utpg9p5u 136 42 , , , cord-271094-utpg9p5u 136 43 telemarketing telemarketing NN cord-271094-utpg9p5u 136 44 , , , cord-271094-utpg9p5u 136 45 and and CC cord-271094-utpg9p5u 136 46 SMS SMS NNP cord-271094-utpg9p5u 136 47 ) ) -RRB- cord-271094-utpg9p5u 136 48 . . . cord-271094-utpg9p5u 137 1 However however RB cord-271094-utpg9p5u 137 2 , , , cord-271094-utpg9p5u 137 3 in in IN cord-271094-utpg9p5u 137 4 the the DT cord-271094-utpg9p5u 137 5 literature literature NN cord-271094-utpg9p5u 137 6 on on IN cord-271094-utpg9p5u 137 7 digital digital JJ cord-271094-utpg9p5u 137 8 marketing marketing NN cord-271094-utpg9p5u 137 9 techniques technique NNS cord-271094-utpg9p5u 137 10 , , , cord-271094-utpg9p5u 137 11 the the DT cord-271094-utpg9p5u 137 12 cost cost NN cord-271094-utpg9p5u 137 13 as as IN cord-271094-utpg9p5u 137 14 profit profit NN cord-271094-utpg9p5u 137 15 driver driver NN cord-271094-utpg9p5u 137 16 is be VBZ cord-271094-utpg9p5u 137 17 in in IN cord-271094-utpg9p5u 137 18 general general JJ cord-271094-utpg9p5u 137 19 neglected neglect VBN cord-271094-utpg9p5u 137 20 or or CC cord-271094-utpg9p5u 137 21 considered consider VBN cord-271094-utpg9p5u 137 22 in in IN cord-271094-utpg9p5u 137 23 isolation isolation NN cord-271094-utpg9p5u 137 24 in in IN cord-271094-utpg9p5u 137 25 the the DT cord-271094-utpg9p5u 137 26 context context NN cord-271094-utpg9p5u 137 27 of of IN cord-271094-utpg9p5u 137 28 a a DT cord-271094-utpg9p5u 137 29 contraction contraction NN cord-271094-utpg9p5u 137 30 model model NN cord-271094-utpg9p5u 137 31 where where WRB cord-271094-utpg9p5u 137 32 advertisers advertiser NNS cord-271094-utpg9p5u 137 33 pay pay VBP cord-271094-utpg9p5u 137 34 when when WRB cord-271094-utpg9p5u 137 35 the the DT cord-271094-utpg9p5u 137 36 ad ad NN cord-271094-utpg9p5u 137 37 is be VBZ cord-271094-utpg9p5u 137 38 clicked click VBN cord-271094-utpg9p5u 137 39 ( ( -LRB- cord-271094-utpg9p5u 137 40 Saura Saura NNP cord-271094-utpg9p5u 137 41 et et NNP cord-271094-utpg9p5u 137 42 al al NNP cord-271094-utpg9p5u 137 43 . . NNP cord-271094-utpg9p5u 137 44 , , , cord-271094-utpg9p5u 137 45 2017 2017 CD cord-271094-utpg9p5u 137 46 ) ) -RRB- cord-271094-utpg9p5u 137 47 . . . cord-271094-utpg9p5u 138 1 Finally finally RB cord-271094-utpg9p5u 138 2 , , , cord-271094-utpg9p5u 138 3 considering consider VBG cord-271094-utpg9p5u 138 4 the the DT cord-271094-utpg9p5u 138 5 evolution evolution NN cord-271094-utpg9p5u 138 6 of of IN cord-271094-utpg9p5u 138 7 the the DT cord-271094-utpg9p5u 138 8 marketing marketing NN cord-271094-utpg9p5u 138 9 mix mix NN cord-271094-utpg9p5u 138 10 , , , cord-271094-utpg9p5u 138 11 Jackson Jackson NNP cord-271094-utpg9p5u 138 12 and and CC cord-271094-utpg9p5u 138 13 Ahuja Ahuja NNP cord-271094-utpg9p5u 138 14 ( ( -LRB- cord-271094-utpg9p5u 138 15 2016 2016 CD cord-271094-utpg9p5u 138 16 ) ) -RRB- cord-271094-utpg9p5u 138 17 provide provide VB cord-271094-utpg9p5u 138 18 an an DT cord-271094-utpg9p5u 138 19 overview overview NN cord-271094-utpg9p5u 138 20 of of IN cord-271094-utpg9p5u 138 21 the the DT cord-271094-utpg9p5u 138 22 increased increase VBN cord-271094-utpg9p5u 138 23 relevance relevance NN cord-271094-utpg9p5u 138 24 of of IN cord-271094-utpg9p5u 138 25 customer customer NN cord-271094-utpg9p5u 138 26 - - HYPH cord-271094-utpg9p5u 138 27 centric centric NN cord-271094-utpg9p5u 138 28 marketing marketing NN cord-271094-utpg9p5u 138 29 in in IN cord-271094-utpg9p5u 138 30 a a DT cord-271094-utpg9p5u 138 31 changing change VBG cord-271094-utpg9p5u 138 32 technological technological JJ cord-271094-utpg9p5u 138 33 environment environment NN cord-271094-utpg9p5u 138 34 , , , cord-271094-utpg9p5u 138 35 that that WDT cord-271094-utpg9p5u 138 36 provides provide VBZ cord-271094-utpg9p5u 138 37 new new JJ cord-271094-utpg9p5u 138 38 analytical analytical JJ cord-271094-utpg9p5u 138 39 tools tool NNS cord-271094-utpg9p5u 138 40 , , , cord-271094-utpg9p5u 138 41 automatization automatization NN cord-271094-utpg9p5u 138 42 of of IN cord-271094-utpg9p5u 138 43 the the DT cord-271094-utpg9p5u 138 44 sales sale NNS cord-271094-utpg9p5u 138 45 force force NN cord-271094-utpg9p5u 138 46 , , , cord-271094-utpg9p5u 138 47 and and CC cord-271094-utpg9p5u 138 48 data datum NNS cord-271094-utpg9p5u 138 49 mining mining NN cord-271094-utpg9p5u 138 50 . . . cord-271094-utpg9p5u 139 1 In in IN cord-271094-utpg9p5u 139 2 this this DT cord-271094-utpg9p5u 139 3 context context NN cord-271094-utpg9p5u 139 4 , , , cord-271094-utpg9p5u 139 5 the the DT cord-271094-utpg9p5u 139 6 authors author NNS cord-271094-utpg9p5u 139 7 suggest suggest VBP cord-271094-utpg9p5u 139 8 to to TO cord-271094-utpg9p5u 139 9 move move VB cord-271094-utpg9p5u 139 10 away away RB cord-271094-utpg9p5u 139 11 from from IN cord-271094-utpg9p5u 139 12 a a DT cord-271094-utpg9p5u 139 13 marketing marketing NN cord-271094-utpg9p5u 139 14 - - HYPH cord-271094-utpg9p5u 139 15 mix mix NN cord-271094-utpg9p5u 139 16 understood understand VBD cord-271094-utpg9p5u 139 17 as as IN cord-271094-utpg9p5u 139 18 " " `` cord-271094-utpg9p5u 139 19 demand demand NN cord-271094-utpg9p5u 139 20 - - HYPH cord-271094-utpg9p5u 139 21 impinging impinge VBG cord-271094-utpg9p5u 139 22 instruments instrument NNS cord-271094-utpg9p5u 139 23 " " '' cord-271094-utpg9p5u 139 24 , , , cord-271094-utpg9p5u 139 25 but but CC cord-271094-utpg9p5u 139 26 instead instead RB cord-271094-utpg9p5u 139 27 redefine redefine VB cord-271094-utpg9p5u 139 28 it -PRON- PRP cord-271094-utpg9p5u 139 29 towards towards IN cord-271094-utpg9p5u 139 30 a a DT cord-271094-utpg9p5u 139 31 set set NN cord-271094-utpg9p5u 139 32 of of IN cord-271094-utpg9p5u 139 33 adjustable adjustable JJ cord-271094-utpg9p5u 139 34 tools tool NNS cord-271094-utpg9p5u 139 35 to to TO cord-271094-utpg9p5u 139 36 gain gain VB cord-271094-utpg9p5u 139 37 competitive competitive JJ cord-271094-utpg9p5u 139 38 advantage advantage NN cord-271094-utpg9p5u 139 39 and and CC cord-271094-utpg9p5u 139 40 maximize maximize VB cord-271094-utpg9p5u 139 41 profits profit NNS cord-271094-utpg9p5u 139 42 in in IN cord-271094-utpg9p5u 139 43 the the DT cord-271094-utpg9p5u 139 44 long long JJ cord-271094-utpg9p5u 139 45 run run NN cord-271094-utpg9p5u 139 46 . . . cord-271094-utpg9p5u 140 1 From from IN cord-271094-utpg9p5u 140 2 the the DT cord-271094-utpg9p5u 140 3 beginnings beginning NNS cord-271094-utpg9p5u 140 4 of of IN cord-271094-utpg9p5u 140 5 the the DT cord-271094-utpg9p5u 140 6 application application NN cord-271094-utpg9p5u 140 7 of of IN cord-271094-utpg9p5u 140 8 the the DT cord-271094-utpg9p5u 140 9 DIM dim NN cord-271094-utpg9p5u 140 10 techniques technique NNS cord-271094-utpg9p5u 140 11 , , , cord-271094-utpg9p5u 140 12 new new JJ cord-271094-utpg9p5u 140 13 marketing marketing NN cord-271094-utpg9p5u 140 14 metrics metric NNS cord-271094-utpg9p5u 140 15 and and CC cord-271094-utpg9p5u 140 16 data datum NNS cord-271094-utpg9p5u 140 17 access access VBP cord-271094-utpg9p5u 140 18 the the DT cord-271094-utpg9p5u 140 19 marketing marketing NN cord-271094-utpg9p5u 140 20 landscape landscape NN cord-271094-utpg9p5u 140 21 has have VBZ cord-271094-utpg9p5u 140 22 changed change VBN cord-271094-utpg9p5u 140 23 and and CC cord-271094-utpg9p5u 140 24 is be VBZ cord-271094-utpg9p5u 140 25 still still RB cord-271094-utpg9p5u 140 26 changing change VBG cord-271094-utpg9p5u 140 27 considerably considerably RB cord-271094-utpg9p5u 140 28 , , , cord-271094-utpg9p5u 140 29 with with IN cord-271094-utpg9p5u 140 30 the the DT cord-271094-utpg9p5u 140 31 new new JJ cord-271094-utpg9p5u 140 32 resources resource NNS cord-271094-utpg9p5u 140 33 being be VBG cord-271094-utpg9p5u 140 34 beneficial beneficial JJ cord-271094-utpg9p5u 140 35 to to IN cord-271094-utpg9p5u 140 36 firms firm NNS cord-271094-utpg9p5u 140 37 as as RB cord-271094-utpg9p5u 140 38 well well RB cord-271094-utpg9p5u 140 39 as as IN cord-271094-utpg9p5u 140 40 to to IN cord-271094-utpg9p5u 140 41 customers customer NNS cord-271094-utpg9p5u 140 42 . . . cord-271094-utpg9p5u 141 1 Digital digital JJ cord-271094-utpg9p5u 141 2 marketing marketing NN cord-271094-utpg9p5u 141 3 research research NN cord-271094-utpg9p5u 141 4 related relate VBN cord-271094-utpg9p5u 141 5 to to IN cord-271094-utpg9p5u 141 6 electronic electronic JJ cord-271094-utpg9p5u 141 7 commerce commerce NN cord-271094-utpg9p5u 141 8 identifies identify VBZ cord-271094-utpg9p5u 141 9 digital digital JJ cord-271094-utpg9p5u 141 10 platforms platform NNS cord-271094-utpg9p5u 141 11 as as IN cord-271094-utpg9p5u 141 12 the the DT cord-271094-utpg9p5u 141 13 most most RBS cord-271094-utpg9p5u 141 14 outstanding outstanding JJ cord-271094-utpg9p5u 141 15 digital digital JJ cord-271094-utpg9p5u 141 16 growth growth NN cord-271094-utpg9p5u 141 17 strategy strategy NN cord-271094-utpg9p5u 141 18 ( ( -LRB- cord-271094-utpg9p5u 141 19 Verhoef Verhoef NNP cord-271094-utpg9p5u 141 20 et et FW cord-271094-utpg9p5u 141 21 al al NNP cord-271094-utpg9p5u 141 22 . . NNP cord-271094-utpg9p5u 141 23 , , , cord-271094-utpg9p5u 141 24 2019 2019 CD cord-271094-utpg9p5u 141 25 ) ) -RRB- cord-271094-utpg9p5u 141 26 . . . cord-271094-utpg9p5u 142 1 In in IN cord-271094-utpg9p5u 142 2 this this DT cord-271094-utpg9p5u 142 3 line line NN cord-271094-utpg9p5u 142 4 , , , cord-271094-utpg9p5u 142 5 Cenamor Cenamor NNP cord-271094-utpg9p5u 142 6 et et NNP cord-271094-utpg9p5u 142 7 al al NNP cord-271094-utpg9p5u 142 8 . . . cord-271094-utpg9p5u 143 1 ( ( -LRB- cord-271094-utpg9p5u 143 2 2019 2019 CD cord-271094-utpg9p5u 143 3 ) ) -RRB- cord-271094-utpg9p5u 143 4 analyze analyze VB cord-271094-utpg9p5u 143 5 the the DT cord-271094-utpg9p5u 143 6 effect effect NN cord-271094-utpg9p5u 143 7 of of IN cord-271094-utpg9p5u 143 8 selling sell VBG cord-271094-utpg9p5u 143 9 through through IN cord-271094-utpg9p5u 143 10 digital digital JJ cord-271094-utpg9p5u 143 11 platforms platform NNS cord-271094-utpg9p5u 143 12 , , , cord-271094-utpg9p5u 143 13 for for IN cord-271094-utpg9p5u 143 14 example example NN cord-271094-utpg9p5u 143 15 , , , cord-271094-utpg9p5u 143 16 in in IN cord-271094-utpg9p5u 143 17 the the DT cord-271094-utpg9p5u 143 18 marketplace marketplace NN cord-271094-utpg9p5u 143 19 Alibaba Alibaba NNP cord-271094-utpg9p5u 143 20 ( ( -LRB- cord-271094-utpg9p5u 143 21 www.alibaba www.alibaba NNP cord-271094-utpg9p5u 143 22 . . . cord-271094-utpg9p5u 143 23 com com NN cord-271094-utpg9p5u 143 24 ) ) -RRB- cord-271094-utpg9p5u 143 25 , , , cord-271094-utpg9p5u 143 26 identifying identify VBG cord-271094-utpg9p5u 143 27 the the DT cord-271094-utpg9p5u 143 28 performance performance NN cord-271094-utpg9p5u 143 29 implications implication NNS cord-271094-utpg9p5u 143 30 for for IN cord-271094-utpg9p5u 143 31 firms firm NNS cord-271094-utpg9p5u 143 32 and and CC cord-271094-utpg9p5u 143 33 the the DT cord-271094-utpg9p5u 143 34 creation creation NN cord-271094-utpg9p5u 143 35 of of IN cord-271094-utpg9p5u 143 36 competitive competitive JJ cord-271094-utpg9p5u 143 37 advantages advantage NNS cord-271094-utpg9p5u 143 38 . . . cord-271094-utpg9p5u 144 1 These these DT cord-271094-utpg9p5u 144 2 business business NN cord-271094-utpg9p5u 144 3 - - HYPH cord-271094-utpg9p5u 144 4 to to IN cord-271094-utpg9p5u 144 5 - - HYPH cord-271094-utpg9p5u 144 6 consumer consumer NN cord-271094-utpg9p5u 144 7 platforms platform NNS cord-271094-utpg9p5u 144 8 imply imply VBP cord-271094-utpg9p5u 144 9 changes change NNS cord-271094-utpg9p5u 144 10 in in IN cord-271094-utpg9p5u 144 11 the the DT cord-271094-utpg9p5u 144 12 cost cost NN cord-271094-utpg9p5u 144 13 structure structure NN cord-271094-utpg9p5u 144 14 of of IN cord-271094-utpg9p5u 144 15 digital digital JJ cord-271094-utpg9p5u 144 16 marketing marketing NN cord-271094-utpg9p5u 144 17 ( ( -LRB- cord-271094-utpg9p5u 144 18 although although IN cord-271094-utpg9p5u 144 19 different different JJ cord-271094-utpg9p5u 144 20 from from IN cord-271094-utpg9p5u 144 21 pure pure JJ cord-271094-utpg9p5u 144 22 e e NNP cord-271094-utpg9p5u 144 23 - - NN cord-271094-utpg9p5u 144 24 commerce commerce NN cord-271094-utpg9p5u 144 25 ) ) -RRB- cord-271094-utpg9p5u 144 26 , , , cord-271094-utpg9p5u 144 27 shifting shift VBG cord-271094-utpg9p5u 144 28 advertising advertising NN cord-271094-utpg9p5u 144 29 costs cost NNS cord-271094-utpg9p5u 144 30 from from IN cord-271094-utpg9p5u 144 31 the the DT cord-271094-utpg9p5u 144 32 marketing marketing NN cord-271094-utpg9p5u 144 33 or or CC cord-271094-utpg9p5u 144 34 advertising advertising NN cord-271094-utpg9p5u 144 35 budget budget NN cord-271094-utpg9p5u 144 36 to to IN cord-271094-utpg9p5u 144 37 transaction transaction NN cord-271094-utpg9p5u 144 38 fees fee NNS cord-271094-utpg9p5u 144 39 or or CC cord-271094-utpg9p5u 144 40 provision provision NN cord-271094-utpg9p5u 144 41 ( ( -LRB- cord-271094-utpg9p5u 144 42 Frohmann Frohmann NNP cord-271094-utpg9p5u 144 43 , , , cord-271094-utpg9p5u 144 44 2018 2018 CD cord-271094-utpg9p5u 144 45 ) ) -RRB- cord-271094-utpg9p5u 144 46 . . . cord-271094-utpg9p5u 145 1 The the DT cord-271094-utpg9p5u 145 2 firm firm NN cord-271094-utpg9p5u 145 3 's 's POS cord-271094-utpg9p5u 145 4 beliefs belief NNS cord-271094-utpg9p5u 145 5 about about IN cord-271094-utpg9p5u 145 6 entry entry NN cord-271094-utpg9p5u 145 7 and and CC cord-271094-utpg9p5u 145 8 positioning positioning NN cord-271094-utpg9p5u 145 9 in in IN cord-271094-utpg9p5u 145 10 the the DT cord-271094-utpg9p5u 145 11 online online JJ cord-271094-utpg9p5u 145 12 market market NN cord-271094-utpg9p5u 145 13 for for IN cord-271094-utpg9p5u 145 14 grocery grocery NN cord-271094-utpg9p5u 145 15 have have VBP cord-271094-utpg9p5u 145 16 been be VBN cord-271094-utpg9p5u 145 17 investigated investigate VBN cord-271094-utpg9p5u 145 18 by by IN cord-271094-utpg9p5u 145 19 Kureshi Kureshi NNP cord-271094-utpg9p5u 145 20 and and CC cord-271094-utpg9p5u 145 21 Thomas Thomas NNP cord-271094-utpg9p5u 145 22 ( ( -LRB- cord-271094-utpg9p5u 145 23 2019 2019 CD cord-271094-utpg9p5u 145 24 ) ) -RRB- cord-271094-utpg9p5u 145 25 . . . cord-271094-utpg9p5u 146 1 The the DT cord-271094-utpg9p5u 146 2 authors author NNS cord-271094-utpg9p5u 146 3 identify identify VBP cord-271094-utpg9p5u 146 4 , , , cord-271094-utpg9p5u 146 5 based base VBN cord-271094-utpg9p5u 146 6 on on IN cord-271094-utpg9p5u 146 7 firm firm JJ cord-271094-utpg9p5u 146 8 interviews interview NNS cord-271094-utpg9p5u 146 9 , , , cord-271094-utpg9p5u 146 10 positive positive JJ cord-271094-utpg9p5u 146 11 outcome outcome NN cord-271094-utpg9p5u 146 12 beliefs belief NNS cord-271094-utpg9p5u 146 13 in in IN cord-271094-utpg9p5u 146 14 terms term NNS cord-271094-utpg9p5u 146 15 of of IN cord-271094-utpg9p5u 146 16 business business NN cord-271094-utpg9p5u 146 17 expansion expansion NN cord-271094-utpg9p5u 146 18 and and CC cord-271094-utpg9p5u 146 19 increased increase VBN cord-271094-utpg9p5u 146 20 visibility visibility NN cord-271094-utpg9p5u 146 21 and and CC cord-271094-utpg9p5u 146 22 reputation reputation NN cord-271094-utpg9p5u 146 23 , , , cord-271094-utpg9p5u 146 24 but but CC cord-271094-utpg9p5u 146 25 also also RB cord-271094-utpg9p5u 146 26 concerns concern VBZ cord-271094-utpg9p5u 146 27 about about IN cord-271094-utpg9p5u 146 28 increasing increase VBG cord-271094-utpg9p5u 146 29 and and CC cord-271094-utpg9p5u 146 30 restructuring restructure VBG cord-271094-utpg9p5u 146 31 inventory inventory NN cord-271094-utpg9p5u 146 32 management management NN cord-271094-utpg9p5u 146 33 or or CC cord-271094-utpg9p5u 146 34 increased increase VBN cord-271094-utpg9p5u 146 35 costs cost NNS cord-271094-utpg9p5u 146 36 for for IN cord-271094-utpg9p5u 146 37 store store NN cord-271094-utpg9p5u 146 38 helpers helper NNS cord-271094-utpg9p5u 146 39 or or CC cord-271094-utpg9p5u 146 40 computer computer NN cord-271094-utpg9p5u 146 41 assistants assistant NNS cord-271094-utpg9p5u 146 42 . . . cord-271094-utpg9p5u 147 1 Additionally additionally RB cord-271094-utpg9p5u 147 2 , , , cord-271094-utpg9p5u 147 3 social social JJ cord-271094-utpg9p5u 147 4 and and CC cord-271094-utpg9p5u 147 5 peer peer NN cord-271094-utpg9p5u 147 6 pressure pressure NN cord-271094-utpg9p5u 147 7 with with IN cord-271094-utpg9p5u 147 8 respect respect NN cord-271094-utpg9p5u 147 9 to to IN cord-271094-utpg9p5u 147 10 customer customer NN cord-271094-utpg9p5u 147 11 expectations expectation NNS cord-271094-utpg9p5u 147 12 , , , cord-271094-utpg9p5u 147 13 suppliers supplier NNS cord-271094-utpg9p5u 147 14 , , , cord-271094-utpg9p5u 147 15 and and CC cord-271094-utpg9p5u 147 16 rivals rival NNS cord-271094-utpg9p5u 147 17 , , , cord-271094-utpg9p5u 147 18 drives drive VBZ cord-271094-utpg9p5u 147 19 the the DT cord-271094-utpg9p5u 147 20 firm firm NN cord-271094-utpg9p5u 147 21 's 's POS cord-271094-utpg9p5u 147 22 belief belief NN cord-271094-utpg9p5u 147 23 in in IN cord-271094-utpg9p5u 147 24 gaining gain VBG cord-271094-utpg9p5u 147 25 first first JJ cord-271094-utpg9p5u 147 26 - - HYPH cord-271094-utpg9p5u 147 27 mover mover NN cord-271094-utpg9p5u 147 28 advantage advantage NN cord-271094-utpg9p5u 147 29 entering enter VBG cord-271094-utpg9p5u 147 30 the the DT cord-271094-utpg9p5u 147 31 online online JJ cord-271094-utpg9p5u 147 32 business business NN cord-271094-utpg9p5u 147 33 , , , cord-271094-utpg9p5u 147 34 with with IN cord-271094-utpg9p5u 147 35 no no DT cord-271094-utpg9p5u 147 36 entry entry NN cord-271094-utpg9p5u 147 37 or or CC cord-271094-utpg9p5u 147 38 exit exit NN cord-271094-utpg9p5u 147 39 cost cost NN cord-271094-utpg9p5u 147 40 . . . cord-271094-utpg9p5u 148 1 Given give VBN cord-271094-utpg9p5u 148 2 these these DT cord-271094-utpg9p5u 148 3 positive positive JJ cord-271094-utpg9p5u 148 4 and and CC cord-271094-utpg9p5u 148 5 negative negative JJ cord-271094-utpg9p5u 148 6 beliefs belief NNS cord-271094-utpg9p5u 148 7 about about IN cord-271094-utpg9p5u 148 8 the the DT cord-271094-utpg9p5u 148 9 outcome outcome NN cord-271094-utpg9p5u 148 10 of of IN cord-271094-utpg9p5u 148 11 online online JJ cord-271094-utpg9p5u 148 12 market market NN cord-271094-utpg9p5u 148 13 participation participation NN cord-271094-utpg9p5u 148 14 , , , cord-271094-utpg9p5u 148 15 the the DT cord-271094-utpg9p5u 148 16 performance performance NN cord-271094-utpg9p5u 148 17 of of IN cord-271094-utpg9p5u 148 18 market market NN cord-271094-utpg9p5u 148 19 leaders leader NNS cord-271094-utpg9p5u 148 20 in in IN cord-271094-utpg9p5u 148 21 the the DT cord-271094-utpg9p5u 148 22 sector sector NN cord-271094-utpg9p5u 148 23 may may MD cord-271094-utpg9p5u 148 24 provide provide VB cord-271094-utpg9p5u 148 25 some some DT cord-271094-utpg9p5u 148 26 guidance guidance NN cord-271094-utpg9p5u 148 27 . . . cord-271094-utpg9p5u 149 1 On on IN cord-271094-utpg9p5u 149 2 the the DT cord-271094-utpg9p5u 149 3 other other JJ cord-271094-utpg9p5u 149 4 hand hand NN cord-271094-utpg9p5u 149 5 , , , cord-271094-utpg9p5u 149 6 from from IN cord-271094-utpg9p5u 149 7 a a DT cord-271094-utpg9p5u 149 8 consumer consumer NN cord-271094-utpg9p5u 149 9 perspective perspective NN cord-271094-utpg9p5u 149 10 , , , cord-271094-utpg9p5u 149 11 Aponte Aponte NNP cord-271094-utpg9p5u 149 12 ( ( -LRB- cord-271094-utpg9p5u 149 13 2015 2015 CD cord-271094-utpg9p5u 149 14 ) ) -RRB- cord-271094-utpg9p5u 149 15 identifies identify VBZ cord-271094-utpg9p5u 149 16 perceived perceive VBN cord-271094-utpg9p5u 149 17 security security NN cord-271094-utpg9p5u 149 18 , , , cord-271094-utpg9p5u 149 19 privacy privacy NN cord-271094-utpg9p5u 149 20 , , , cord-271094-utpg9p5u 149 21 risk risk NN cord-271094-utpg9p5u 149 22 , , , cord-271094-utpg9p5u 149 23 and and CC cord-271094-utpg9p5u 149 24 website website NN cord-271094-utpg9p5u 149 25 quality quality NN cord-271094-utpg9p5u 149 26 as as IN cord-271094-utpg9p5u 149 27 determinants determinant NNS cord-271094-utpg9p5u 149 28 of of IN cord-271094-utpg9p5u 149 29 consumer consumer NN cord-271094-utpg9p5u 149 30 confidence confidence NN cord-271094-utpg9p5u 149 31 towards towards IN cord-271094-utpg9p5u 149 32 e e NN cord-271094-utpg9p5u 149 33 - - NN cord-271094-utpg9p5u 149 34 commerce commerce NN cord-271094-utpg9p5u 149 35 . . . cord-271094-utpg9p5u 150 1 All all PDT cord-271094-utpg9p5u 150 2 these these DT cord-271094-utpg9p5u 150 3 studies study NNS cord-271094-utpg9p5u 150 4 reveal reveal VBP cord-271094-utpg9p5u 150 5 the the DT cord-271094-utpg9p5u 150 6 existing exist VBG cord-271094-utpg9p5u 150 7 uncertainty uncertainty NN cord-271094-utpg9p5u 150 8 and and CC cord-271094-utpg9p5u 150 9 importance importance NN cord-271094-utpg9p5u 150 10 in in IN cord-271094-utpg9p5u 150 11 regards regard NNS cord-271094-utpg9p5u 150 12 to to IN cord-271094-utpg9p5u 150 13 the the DT cord-271094-utpg9p5u 150 14 information information NN cord-271094-utpg9p5u 150 15 structure structure NN cord-271094-utpg9p5u 150 16 and and CC cord-271094-utpg9p5u 150 17 data data NN cord-271094-utpg9p5u 150 18 - - HYPH cord-271094-utpg9p5u 150 19 based base VBN cord-271094-utpg9p5u 150 20 decision decision NN cord-271094-utpg9p5u 150 21 in in IN cord-271094-utpg9p5u 150 22 the the DT cord-271094-utpg9p5u 150 23 new new JJ cord-271094-utpg9p5u 150 24 online online JJ cord-271094-utpg9p5u 150 25 business business NN cord-271094-utpg9p5u 150 26 models model NNS cord-271094-utpg9p5u 150 27 . . . cord-271094-utpg9p5u 151 1 The the DT cord-271094-utpg9p5u 151 2 literature literature NN cord-271094-utpg9p5u 151 3 on on IN cord-271094-utpg9p5u 151 4 strategic strategic JJ cord-271094-utpg9p5u 151 5 interactions interaction NNS cord-271094-utpg9p5u 151 6 between between IN cord-271094-utpg9p5u 151 7 companies company NNS cord-271094-utpg9p5u 151 8 in in IN cord-271094-utpg9p5u 151 9 digital digital JJ cord-271094-utpg9p5u 151 10 transformation transformation NN cord-271094-utpg9p5u 151 11 processes process NNS cord-271094-utpg9p5u 151 12 is be VBZ cord-271094-utpg9p5u 151 13 sparse sparse JJ cord-271094-utpg9p5u 151 14 . . . cord-271094-utpg9p5u 152 1 The the DT cord-271094-utpg9p5u 152 2 first first JJ cord-271094-utpg9p5u 152 3 research research NN cord-271094-utpg9p5u 152 4 in in IN cord-271094-utpg9p5u 152 5 this this DT cord-271094-utpg9p5u 152 6 line line NN cord-271094-utpg9p5u 152 7 has have VBZ cord-271094-utpg9p5u 152 8 been be VBN cord-271094-utpg9p5u 152 9 conducted conduct VBN cord-271094-utpg9p5u 152 10 by by IN cord-271094-utpg9p5u 152 11 Zutshi Zutshi NNP cord-271094-utpg9p5u 152 12 et et NNP cord-271094-utpg9p5u 152 13 al al NNP cord-271094-utpg9p5u 152 14 . . . cord-271094-utpg9p5u 153 1 ( ( -LRB- cord-271094-utpg9p5u 153 2 2018 2018 CD cord-271094-utpg9p5u 153 3 ) ) -RRB- cord-271094-utpg9p5u 153 4 , , , cord-271094-utpg9p5u 153 5 estimating estimate VBG cord-271094-utpg9p5u 153 6 a a DT cord-271094-utpg9p5u 153 7 management management NN cord-271094-utpg9p5u 153 8 model model NN cord-271094-utpg9p5u 153 9 based base VBN cord-271094-utpg9p5u 153 10 on on IN cord-271094-utpg9p5u 153 11 game game NN cord-271094-utpg9p5u 153 12 theory theory NN cord-271094-utpg9p5u 153 13 to to TO cord-271094-utpg9p5u 153 14 identify identify VB cord-271094-utpg9p5u 153 15 the the DT cord-271094-utpg9p5u 153 16 number number NN cord-271094-utpg9p5u 153 17 of of IN cord-271094-utpg9p5u 153 18 potential potential JJ cord-271094-utpg9p5u 153 19 customers customer NNS cord-271094-utpg9p5u 153 20 registered register VBN cord-271094-utpg9p5u 153 21 on on IN cord-271094-utpg9p5u 153 22 the the DT cord-271094-utpg9p5u 153 23 web web NN cord-271094-utpg9p5u 153 24 ( ( -LRB- cord-271094-utpg9p5u 153 25 " " `` cord-271094-utpg9p5u 153 26 online online JJ cord-271094-utpg9p5u 153 27 leads lead NNS cord-271094-utpg9p5u 153 28 " " '' cord-271094-utpg9p5u 153 29 ) ) -RRB- cord-271094-utpg9p5u 153 30 that that IN cord-271094-utpg9p5u 153 31 a a DT cord-271094-utpg9p5u 153 32 company company NN cord-271094-utpg9p5u 153 33 must must MD cord-271094-utpg9p5u 153 34 achieve achieve VB cord-271094-utpg9p5u 153 35 in in IN cord-271094-utpg9p5u 153 36 order order NN cord-271094-utpg9p5u 153 37 to to TO cord-271094-utpg9p5u 153 38 compete compete VB cord-271094-utpg9p5u 153 39 efficiently efficiently RB cord-271094-utpg9p5u 153 40 in in IN cord-271094-utpg9p5u 153 41 a a DT cord-271094-utpg9p5u 153 42 market market NN cord-271094-utpg9p5u 153 43 . . . cord-271094-utpg9p5u 154 1 In in IN cord-271094-utpg9p5u 154 2 this this DT cord-271094-utpg9p5u 154 3 context context NN cord-271094-utpg9p5u 154 4 , , , cord-271094-utpg9p5u 154 5 the the DT cord-271094-utpg9p5u 154 6 operational operational JJ cord-271094-utpg9p5u 154 7 optimization optimization NN cord-271094-utpg9p5u 154 8 of of IN cord-271094-utpg9p5u 154 9 companies company NNS cord-271094-utpg9p5u 154 10 in in IN cord-271094-utpg9p5u 154 11 terms term NNS cord-271094-utpg9p5u 154 12 of of IN cord-271094-utpg9p5u 154 13 DIM dim NN cord-271094-utpg9p5u 154 14 techniques technique NNS cord-271094-utpg9p5u 154 15 is be VBZ cord-271094-utpg9p5u 154 16 considered consider VBN cord-271094-utpg9p5u 154 17 fundamental fundamental JJ cord-271094-utpg9p5u 154 18 for for IN cord-271094-utpg9p5u 154 19 further further JJ cord-271094-utpg9p5u 154 20 steps step NNS cord-271094-utpg9p5u 154 21 of of IN cord-271094-utpg9p5u 154 22 competition competition NN cord-271094-utpg9p5u 154 23 based base VBN cord-271094-utpg9p5u 154 24 strategies strategy NNS cord-271094-utpg9p5u 154 25 . . . cord-271094-utpg9p5u 155 1 The the DT cord-271094-utpg9p5u 155 2 literature literature NN cord-271094-utpg9p5u 155 3 that that WDT cord-271094-utpg9p5u 155 4 uses use VBZ cord-271094-utpg9p5u 155 5 or or CC cord-271094-utpg9p5u 155 6 verifies verify VBZ cord-271094-utpg9p5u 155 7 economic economic JJ cord-271094-utpg9p5u 155 8 theories theory NNS cord-271094-utpg9p5u 155 9 within within IN cord-271094-utpg9p5u 155 10 the the DT cord-271094-utpg9p5u 155 11 framework framework NN cord-271094-utpg9p5u 155 12 of of IN cord-271094-utpg9p5u 155 13 digital digital JJ cord-271094-utpg9p5u 155 14 transformation transformation NN cord-271094-utpg9p5u 155 15 is be VBZ cord-271094-utpg9p5u 155 16 still still RB cord-271094-utpg9p5u 155 17 scarce scarce JJ cord-271094-utpg9p5u 155 18 . . . cord-271094-utpg9p5u 156 1 Fedoseeva Fedoseeva NNP cord-271094-utpg9p5u 156 2 et et NNP cord-271094-utpg9p5u 156 3 al al NNP cord-271094-utpg9p5u 156 4 . . . cord-271094-utpg9p5u 157 1 ( ( -LRB- cord-271094-utpg9p5u 157 2 2017 2017 CD cord-271094-utpg9p5u 157 3 ) ) -RRB- cord-271094-utpg9p5u 157 4 verify verify VB cord-271094-utpg9p5u 157 5 the the DT cord-271094-utpg9p5u 157 6 economic economic JJ cord-271094-utpg9p5u 157 7 theory theory NN cord-271094-utpg9p5u 157 8 that that WDT cord-271094-utpg9p5u 157 9 suggests suggest VBZ cord-271094-utpg9p5u 157 10 that that IN cord-271094-utpg9p5u 157 11 a a DT cord-271094-utpg9p5u 157 12 market market NN cord-271094-utpg9p5u 157 13 with with IN cord-271094-utpg9p5u 157 14 better well RBR cord-271094-utpg9p5u 157 15 - - HYPH cord-271094-utpg9p5u 157 16 informed inform VBN cord-271094-utpg9p5u 157 17 consumers consumer NNS cord-271094-utpg9p5u 157 18 ( ( -LRB- cord-271094-utpg9p5u 157 19 able able JJ cord-271094-utpg9p5u 157 20 to to TO cord-271094-utpg9p5u 157 21 compare compare VB cord-271094-utpg9p5u 157 22 prices price NNS cord-271094-utpg9p5u 157 23 online online RB cord-271094-utpg9p5u 157 24 without without IN cord-271094-utpg9p5u 157 25 incurring incur VBG cord-271094-utpg9p5u 157 26 substantial substantial JJ cord-271094-utpg9p5u 157 27 opportunity opportunity NN cord-271094-utpg9p5u 157 28 costs cost NNS cord-271094-utpg9p5u 157 29 ) ) -RRB- cord-271094-utpg9p5u 157 30 reduces reduce VBZ cord-271094-utpg9p5u 157 31 price price NN cord-271094-utpg9p5u 157 32 dispersion dispersion NN cord-271094-utpg9p5u 157 33 . . . cord-271094-utpg9p5u 158 1 Considering consider VBG cord-271094-utpg9p5u 158 2 the the DT cord-271094-utpg9p5u 158 3 retail retail JJ cord-271094-utpg9p5u 158 4 sale sale NN cord-271094-utpg9p5u 158 5 of of IN cord-271094-utpg9p5u 158 6 grocery grocery NN cord-271094-utpg9p5u 158 7 on on IN cord-271094-utpg9p5u 158 8 the the DT cord-271094-utpg9p5u 158 9 Internet internet NN cord-271094-utpg9p5u 158 10 , , , cord-271094-utpg9p5u 158 11 these these DT cord-271094-utpg9p5u 158 12 authors author NNS cord-271094-utpg9p5u 158 13 identify identify VBP cord-271094-utpg9p5u 158 14 that that IN cord-271094-utpg9p5u 158 15 there there EX cord-271094-utpg9p5u 158 16 is be VBZ cord-271094-utpg9p5u 158 17 no no DT cord-271094-utpg9p5u 158 18 price price NN cord-271094-utpg9p5u 158 19 convergence convergence NN cord-271094-utpg9p5u 158 20 ; ; : cord-271094-utpg9p5u 158 21 that that RB cord-271094-utpg9p5u 158 22 is is RB cord-271094-utpg9p5u 158 23 , , , cord-271094-utpg9p5u 158 24 they -PRON- PRP cord-271094-utpg9p5u 158 25 conclude conclude VBP cord-271094-utpg9p5u 158 26 that that IN cord-271094-utpg9p5u 158 27 there there EX cord-271094-utpg9p5u 158 28 are be VBP cord-271094-utpg9p5u 158 29 still still RB cord-271094-utpg9p5u 158 30 significant significant JJ cord-271094-utpg9p5u 158 31 differences difference NNS cord-271094-utpg9p5u 158 32 in in IN cord-271094-utpg9p5u 158 33 the the DT cord-271094-utpg9p5u 158 34 prices price NNS cord-271094-utpg9p5u 158 35 of of IN cord-271094-utpg9p5u 158 36 online online JJ cord-271094-utpg9p5u 158 37 commerce commerce NN cord-271094-utpg9p5u 158 38 . . . cord-271094-utpg9p5u 159 1 Similarly similarly RB cord-271094-utpg9p5u 159 2 , , , cord-271094-utpg9p5u 159 3 the the DT cord-271094-utpg9p5u 159 4 digitalization digitalization NN cord-271094-utpg9p5u 159 5 of of IN cord-271094-utpg9p5u 159 6 the the DT cord-271094-utpg9p5u 159 7 whole whole JJ cord-271094-utpg9p5u 159 8 buying buying NN cord-271094-utpg9p5u 159 9 process process NN cord-271094-utpg9p5u 159 10 triggers trigger VBZ cord-271094-utpg9p5u 159 11 the the DT cord-271094-utpg9p5u 159 12 question question NN cord-271094-utpg9p5u 159 13 of of IN cord-271094-utpg9p5u 159 14 whether whether IN cord-271094-utpg9p5u 159 15 firms firm NNS cord-271094-utpg9p5u 159 16 meet meet VBP cord-271094-utpg9p5u 159 17 the the DT cord-271094-utpg9p5u 159 18 economic economic JJ cord-271094-utpg9p5u 159 19 theory theory NN cord-271094-utpg9p5u 159 20 of of IN cord-271094-utpg9p5u 159 21 optimal optimal JJ cord-271094-utpg9p5u 159 22 marketing marketing NN cord-271094-utpg9p5u 159 23 spendings spending NNS cord-271094-utpg9p5u 159 24 within within IN cord-271094-utpg9p5u 159 25 a a DT cord-271094-utpg9p5u 159 26 digital digital JJ cord-271094-utpg9p5u 159 27 environment environment NN cord-271094-utpg9p5u 159 28 . . . cord-271094-utpg9p5u 160 1 " " `` cord-271094-utpg9p5u 160 2 The the DT cord-271094-utpg9p5u 160 3 need need NN cord-271094-utpg9p5u 160 4 for for IN cord-271094-utpg9p5u 160 5 actionable actionable JJ cord-271094-utpg9p5u 160 6 knowledge knowledge NN cord-271094-utpg9p5u 160 7 " " '' cord-271094-utpg9p5u 160 8 in in IN cord-271094-utpg9p5u 160 9 the the DT cord-271094-utpg9p5u 160 10 adaptation adaptation NN cord-271094-utpg9p5u 160 11 of of IN cord-271094-utpg9p5u 160 12 digital digital JJ cord-271094-utpg9p5u 160 13 marketing marketing NN cord-271094-utpg9p5u 160 14 in in IN cord-271094-utpg9p5u 160 15 this this DT cord-271094-utpg9p5u 160 16 new new JJ cord-271094-utpg9p5u 160 17 market market NN cord-271094-utpg9p5u 160 18 is be VBZ cord-271094-utpg9p5u 160 19 emphasized emphasize VBN cord-271094-utpg9p5u 160 20 by by IN cord-271094-utpg9p5u 160 21 Bleoju Bleoju NNP cord-271094-utpg9p5u 160 22 et et NNP cord-271094-utpg9p5u 160 23 al al NNP cord-271094-utpg9p5u 160 24 . . . cord-271094-utpg9p5u 161 1 ( ( -LRB- cord-271094-utpg9p5u 161 2 2016 2016 CD cord-271094-utpg9p5u 161 3 ) ) -RRB- cord-271094-utpg9p5u 161 4 , , , cord-271094-utpg9p5u 161 5 the the DT cord-271094-utpg9p5u 161 6 closest close JJS cord-271094-utpg9p5u 161 7 paper paper NN cord-271094-utpg9p5u 161 8 to to IN cord-271094-utpg9p5u 161 9 the the DT cord-271094-utpg9p5u 161 10 present present JJ cord-271094-utpg9p5u 161 11 work work NN cord-271094-utpg9p5u 161 12 , , , cord-271094-utpg9p5u 161 13 which which WDT cord-271094-utpg9p5u 161 14 provides provide VBZ cord-271094-utpg9p5u 161 15 practical practical JJ cord-271094-utpg9p5u 161 16 insights insight NNS cord-271094-utpg9p5u 161 17 on on IN cord-271094-utpg9p5u 161 18 how how WRB cord-271094-utpg9p5u 161 19 to to TO cord-271094-utpg9p5u 161 20 switch switch VB cord-271094-utpg9p5u 161 21 between between IN cord-271094-utpg9p5u 161 22 a a DT cord-271094-utpg9p5u 161 23 focus focus NN cord-271094-utpg9p5u 161 24 on on IN cord-271094-utpg9p5u 161 25 inbound inbound JJ cord-271094-utpg9p5u 161 26 marketing marketing NN cord-271094-utpg9p5u 161 27 and and CC cord-271094-utpg9p5u 161 28 outbound outbound JJ cord-271094-utpg9p5u 161 29 marketing marketing NN cord-271094-utpg9p5u 161 30 . . . cord-271094-utpg9p5u 162 1 Concretely concretely RB cord-271094-utpg9p5u 162 2 , , , cord-271094-utpg9p5u 162 3 the the DT cord-271094-utpg9p5u 162 4 authors author NNS cord-271094-utpg9p5u 162 5 identify identify VBP cord-271094-utpg9p5u 162 6 based base VBN cord-271094-utpg9p5u 162 7 on on IN cord-271094-utpg9p5u 162 8 a a DT cord-271094-utpg9p5u 162 9 firm firm JJ cord-271094-utpg9p5u 162 10 - - HYPH cord-271094-utpg9p5u 162 11 level level NN cord-271094-utpg9p5u 162 12 survey survey NN cord-271094-utpg9p5u 162 13 on on IN cord-271094-utpg9p5u 162 14 the the DT cord-271094-utpg9p5u 162 15 use use NN cord-271094-utpg9p5u 162 16 of of IN cord-271094-utpg9p5u 162 17 digital digital JJ cord-271094-utpg9p5u 162 18 inbound inbound NN cord-271094-utpg9p5u 162 19 and and CC cord-271094-utpg9p5u 162 20 outbound outbound JJ cord-271094-utpg9p5u 162 21 activities activity NNS cord-271094-utpg9p5u 162 22 , , , cord-271094-utpg9p5u 162 23 including include VBG cord-271094-utpg9p5u 162 24 firms firm NNS cord-271094-utpg9p5u 162 25 with with IN cord-271094-utpg9p5u 162 26 different different JJ cord-271094-utpg9p5u 162 27 degree degree NN cord-271094-utpg9p5u 162 28 of of IN cord-271094-utpg9p5u 162 29 integration integration NN cord-271094-utpg9p5u 162 30 of of IN cord-271094-utpg9p5u 162 31 internet internet NN cord-271094-utpg9p5u 162 32 technologies technology NNS cord-271094-utpg9p5u 162 33 , , , cord-271094-utpg9p5u 162 34 that that IN cord-271094-utpg9p5u 162 35 the the DT cord-271094-utpg9p5u 162 36 combination combination NN cord-271094-utpg9p5u 162 37 of of IN cord-271094-utpg9p5u 162 38 creating create VBG cord-271094-utpg9p5u 162 39 content content NN cord-271094-utpg9p5u 162 40 and and CC cord-271094-utpg9p5u 162 41 interaction interaction NN cord-271094-utpg9p5u 162 42 commitment commitment NN cord-271094-utpg9p5u 162 43 explains explain VBZ cord-271094-utpg9p5u 162 44 the the DT cord-271094-utpg9p5u 162 45 propensity propensity NN cord-271094-utpg9p5u 162 46 toward toward IN cord-271094-utpg9p5u 162 47 inbound inbound JJ cord-271094-utpg9p5u 162 48 marketing marketing NN cord-271094-utpg9p5u 162 49 ( ( -LRB- cord-271094-utpg9p5u 162 50 while while IN cord-271094-utpg9p5u 162 51 the the DT cord-271094-utpg9p5u 162 52 combination combination NN cord-271094-utpg9p5u 162 53 of of IN cord-271094-utpg9p5u 162 54 loyalty loyalty NN cord-271094-utpg9p5u 162 55 profiling profiling NN cord-271094-utpg9p5u 162 56 and and CC cord-271094-utpg9p5u 162 57 client client NN cord-271094-utpg9p5u 162 58 interests interest NNS cord-271094-utpg9p5u 162 59 are be VBP cord-271094-utpg9p5u 162 60 identified identify VBN cord-271094-utpg9p5u 162 61 as as IN cord-271094-utpg9p5u 162 62 causal causal JJ cord-271094-utpg9p5u 162 63 for for IN cord-271094-utpg9p5u 162 64 outbound outbound JJ cord-271094-utpg9p5u 162 65 marketing marketing NN cord-271094-utpg9p5u 162 66 . . . cord-271094-utpg9p5u 162 67 ) ) -RRB- cord-271094-utpg9p5u 163 1 We -PRON- PRP cord-271094-utpg9p5u 163 2 complete complete VBP cord-271094-utpg9p5u 163 3 this this DT cord-271094-utpg9p5u 163 4 path path NN cord-271094-utpg9p5u 163 5 for for IN cord-271094-utpg9p5u 163 6 actionable actionable JJ cord-271094-utpg9p5u 163 7 knowledge knowledge NN cord-271094-utpg9p5u 163 8 focusing focus VBG cord-271094-utpg9p5u 163 9 on on IN cord-271094-utpg9p5u 163 10 DIM dim NN cord-271094-utpg9p5u 163 11 and and CC cord-271094-utpg9p5u 163 12 when when WRB cord-271094-utpg9p5u 163 13 to to TO cord-271094-utpg9p5u 163 14 switch switch VB cord-271094-utpg9p5u 163 15 between between IN cord-271094-utpg9p5u 163 16 SEO seo NN cord-271094-utpg9p5u 163 17 and and CC cord-271094-utpg9p5u 163 18 SEM SEM NNP cord-271094-utpg9p5u 163 19 techniques technique NNS cord-271094-utpg9p5u 163 20 . . . cord-271094-utpg9p5u 164 1 Finally finally RB cord-271094-utpg9p5u 164 2 , , , cord-271094-utpg9p5u 164 3 a a DT cord-271094-utpg9p5u 164 4 multidisciplinary multidisciplinary JJ cord-271094-utpg9p5u 164 5 literature literature NN cord-271094-utpg9p5u 164 6 review review NN cord-271094-utpg9p5u 164 7 by by IN cord-271094-utpg9p5u 164 8 Verhoef Verhoef NNP cord-271094-utpg9p5u 164 9 et et NNP cord-271094-utpg9p5u 164 10 al al NNP cord-271094-utpg9p5u 164 11 . . . cord-271094-utpg9p5u 165 1 ( ( -LRB- cord-271094-utpg9p5u 165 2 2019 2019 CD cord-271094-utpg9p5u 165 3 ) ) -RRB- cord-271094-utpg9p5u 165 4 reveals reveal VBZ cord-271094-utpg9p5u 165 5 that that IN cord-271094-utpg9p5u 165 6 the the DT cord-271094-utpg9p5u 165 7 digital digital JJ cord-271094-utpg9p5u 165 8 transformation transformation NN cord-271094-utpg9p5u 165 9 of of IN cord-271094-utpg9p5u 165 10 incumbents incumbent NNS cord-271094-utpg9p5u 165 11 ( ( -LRB- cord-271094-utpg9p5u 165 12 in in IN cord-271094-utpg9p5u 165 13 general general JJ cord-271094-utpg9p5u 165 14 traditional traditional JJ cord-271094-utpg9p5u 165 15 brick brick NN cord-271094-utpg9p5u 165 16 and and CC cord-271094-utpg9p5u 165 17 mortar mortar NN cord-271094-utpg9p5u 165 18 firms firm NNS cord-271094-utpg9p5u 165 19 ) ) -RRB- cord-271094-utpg9p5u 165 20 is be VBZ cord-271094-utpg9p5u 165 21 especially especially RB cord-271094-utpg9p5u 165 22 relevant relevant JJ cord-271094-utpg9p5u 165 23 in in IN cord-271094-utpg9p5u 165 24 terms term NNS cord-271094-utpg9p5u 165 25 of of IN cord-271094-utpg9p5u 165 26 redefining redefine VBG cord-271094-utpg9p5u 165 27 value value NN cord-271094-utpg9p5u 165 28 - - HYPH cord-271094-utpg9p5u 165 29 creation creation NN cord-271094-utpg9p5u 165 30 , , , cord-271094-utpg9p5u 165 31 investment investment NN cord-271094-utpg9p5u 165 32 in in IN cord-271094-utpg9p5u 165 33 new new JJ cord-271094-utpg9p5u 165 34 resources resource NNS cord-271094-utpg9p5u 165 35 and and CC cord-271094-utpg9p5u 165 36 analytical analytical JJ cord-271094-utpg9p5u 165 37 capabilities capability NNS cord-271094-utpg9p5u 165 38 . . . cord-271094-utpg9p5u 166 1 In in IN cord-271094-utpg9p5u 166 2 this this DT cord-271094-utpg9p5u 166 3 context context NN cord-271094-utpg9p5u 166 4 , , , cord-271094-utpg9p5u 166 5 they -PRON- PRP cord-271094-utpg9p5u 166 6 state state VBP cord-271094-utpg9p5u 166 7 a a DT cord-271094-utpg9p5u 166 8 variety variety NN cord-271094-utpg9p5u 166 9 of of IN cord-271094-utpg9p5u 166 10 KPIs kpi NNS cord-271094-utpg9p5u 166 11 and and CC cord-271094-utpg9p5u 166 12 intermediate intermediate JJ cord-271094-utpg9p5u 166 13 results result NNS cord-271094-utpg9p5u 166 14 , , , cord-271094-utpg9p5u 166 15 which which WDT cord-271094-utpg9p5u 166 16 are be VBP cord-271094-utpg9p5u 166 17 important important JJ cord-271094-utpg9p5u 166 18 for for IN cord-271094-utpg9p5u 166 19 fine fine RB cord-271094-utpg9p5u 166 20 - - HYPH cord-271094-utpg9p5u 166 21 tuning tuning VB cord-271094-utpg9p5u 166 22 the the DT cord-271094-utpg9p5u 166 23 new new JJ cord-271094-utpg9p5u 166 24 business business NN cord-271094-utpg9p5u 166 25 and and CC cord-271094-utpg9p5u 166 26 observe observe VBP cord-271094-utpg9p5u 166 27 that that IN cord-271094-utpg9p5u 166 28 while while IN cord-271094-utpg9p5u 166 29 traditional traditional JJ cord-271094-utpg9p5u 166 30 firms firm NNS cord-271094-utpg9p5u 166 31 stick stick VBP cord-271094-utpg9p5u 166 32 to to IN cord-271094-utpg9p5u 166 33 financial financial JJ cord-271094-utpg9p5u 166 34 profitability profitability NN cord-271094-utpg9p5u 166 35 , , , cord-271094-utpg9p5u 166 36 pure pure JJ cord-271094-utpg9p5u 166 37 digital digital JJ cord-271094-utpg9p5u 166 38 firms firm NNS cord-271094-utpg9p5u 166 39 focus focus VBP cord-271094-utpg9p5u 166 40 on on IN cord-271094-utpg9p5u 166 41 the the DT cord-271094-utpg9p5u 166 42 growth growth NN cord-271094-utpg9p5u 166 43 of of IN cord-271094-utpg9p5u 166 44 users user NNS cord-271094-utpg9p5u 166 45 , , , cord-271094-utpg9p5u 166 46 customers customer NNS cord-271094-utpg9p5u 166 47 or or CC cord-271094-utpg9p5u 166 48 sales sale NNS cord-271094-utpg9p5u 166 49 . . . cord-271094-utpg9p5u 167 1 Likewise likewise RB cord-271094-utpg9p5u 167 2 , , , cord-271094-utpg9p5u 167 3 Baye Baye NNP cord-271094-utpg9p5u 167 4 et et NNP cord-271094-utpg9p5u 167 5 al al NNP cord-271094-utpg9p5u 167 6 . . . cord-271094-utpg9p5u 168 1 ( ( -LRB- cord-271094-utpg9p5u 168 2 2015 2015 CD cord-271094-utpg9p5u 168 3 ) ) -RRB- cord-271094-utpg9p5u 168 4 find find VBP cord-271094-utpg9p5u 168 5 that that IN cord-271094-utpg9p5u 168 6 pure pure JJ cord-271094-utpg9p5u 168 7 online online JJ cord-271094-utpg9p5u 168 8 retailers retailer NNS cord-271094-utpg9p5u 168 9 receive receive VBP cord-271094-utpg9p5u 168 10 , , , cord-271094-utpg9p5u 168 11 on on IN cord-271094-utpg9p5u 168 12 average average JJ cord-271094-utpg9p5u 168 13 , , , cord-271094-utpg9p5u 168 14 13 13 CD cord-271094-utpg9p5u 168 15 % % NN cord-271094-utpg9p5u 168 16 more more JJR cord-271094-utpg9p5u 168 17 organic organic JJ cord-271094-utpg9p5u 168 18 traffic traffic NN cord-271094-utpg9p5u 168 19 than than IN cord-271094-utpg9p5u 168 20 their -PRON- PRP$ cord-271094-utpg9p5u 168 21 click click NN cord-271094-utpg9p5u 168 22 and and CC cord-271094-utpg9p5u 168 23 mortar mortar NN cord-271094-utpg9p5u 168 24 competitors competitor NNS cord-271094-utpg9p5u 168 25 . . . cord-271094-utpg9p5u 169 1 Our -PRON- PRP$ cord-271094-utpg9p5u 169 2 paper paper NN cord-271094-utpg9p5u 169 3 investigates investigate VBZ cord-271094-utpg9p5u 169 4 this this DT cord-271094-utpg9p5u 169 5 difference difference NN cord-271094-utpg9p5u 169 6 between between IN cord-271094-utpg9p5u 169 7 click click NN cord-271094-utpg9p5u 169 8 and and CC cord-271094-utpg9p5u 169 9 mortar mortar NN cord-271094-utpg9p5u 169 10 and and CC cord-271094-utpg9p5u 169 11 pure pure JJ cord-271094-utpg9p5u 169 12 online online JJ cord-271094-utpg9p5u 169 13 firms firm NNS cord-271094-utpg9p5u 169 14 further further RB cord-271094-utpg9p5u 169 15 in in IN cord-271094-utpg9p5u 169 16 terms term NNS cord-271094-utpg9p5u 169 17 of of IN cord-271094-utpg9p5u 169 18 the the DT cord-271094-utpg9p5u 169 19 economic economic JJ cord-271094-utpg9p5u 169 20 efficiency efficiency NN cord-271094-utpg9p5u 169 21 of of IN cord-271094-utpg9p5u 169 22 digital digital JJ cord-271094-utpg9p5u 169 23 marketing marketing NN cord-271094-utpg9p5u 169 24 as as IN cord-271094-utpg9p5u 169 25 essential essential JJ cord-271094-utpg9p5u 169 26 intermediate intermediate JJ cord-271094-utpg9p5u 169 27 performance performance NN cord-271094-utpg9p5u 169 28 metrics metric NNS cord-271094-utpg9p5u 169 29 . . . cord-271094-utpg9p5u 170 1 Thus thus RB cord-271094-utpg9p5u 170 2 , , , cord-271094-utpg9p5u 170 3 based base VBN cord-271094-utpg9p5u 170 4 on on IN cord-271094-utpg9p5u 170 5 the the DT cord-271094-utpg9p5u 170 6 underlying underlie VBG cord-271094-utpg9p5u 170 7 mechanisms mechanism NNS cord-271094-utpg9p5u 170 8 of of IN cord-271094-utpg9p5u 170 9 the the DT cord-271094-utpg9p5u 170 10 purchasing purchasing NN cord-271094-utpg9p5u 170 11 process process NN cord-271094-utpg9p5u 170 12 online online RB cord-271094-utpg9p5u 170 13 and and CC cord-271094-utpg9p5u 170 14 the the DT cord-271094-utpg9p5u 170 15 digitalization digitalization NN cord-271094-utpg9p5u 170 16 of of IN cord-271094-utpg9p5u 170 17 marketing marketing NN cord-271094-utpg9p5u 170 18 discussed discuss VBN cord-271094-utpg9p5u 170 19 in in IN cord-271094-utpg9p5u 170 20 previous previous JJ cord-271094-utpg9p5u 170 21 studies study NNS cord-271094-utpg9p5u 170 22 , , , cord-271094-utpg9p5u 170 23 we -PRON- PRP cord-271094-utpg9p5u 170 24 extend extend VBP cord-271094-utpg9p5u 170 25 the the DT cord-271094-utpg9p5u 170 26 literature literature NN cord-271094-utpg9p5u 170 27 on on IN cord-271094-utpg9p5u 170 28 data data NN cord-271094-utpg9p5u 170 29 - - HYPH cord-271094-utpg9p5u 170 30 based base VBN cord-271094-utpg9p5u 170 31 marketing marketing NN cord-271094-utpg9p5u 170 32 management management NN cord-271094-utpg9p5u 170 33 , , , cord-271094-utpg9p5u 170 34 theoretically theoretically RB cord-271094-utpg9p5u 170 35 and and CC cord-271094-utpg9p5u 170 36 evidence evidence NN cord-271094-utpg9p5u 170 37 - - HYPH cord-271094-utpg9p5u 170 38 based base VBN cord-271094-utpg9p5u 170 39 . . . cord-271094-utpg9p5u 171 1 Our -PRON- PRP$ cord-271094-utpg9p5u 171 2 adaptation adaptation NN cord-271094-utpg9p5u 171 3 of of IN cord-271094-utpg9p5u 171 4 a a DT cord-271094-utpg9p5u 171 5 classical classical JJ cord-271094-utpg9p5u 171 6 analytical analytical JJ cord-271094-utpg9p5u 171 7 framework framework NN cord-271094-utpg9p5u 171 8 for for IN cord-271094-utpg9p5u 171 9 optimal optimal JJ cord-271094-utpg9p5u 171 10 advertising advertising NN cord-271094-utpg9p5u 171 11 explicitly explicitly RB cord-271094-utpg9p5u 171 12 considers consider VBZ cord-271094-utpg9p5u 171 13 the the DT cord-271094-utpg9p5u 171 14 structure structure NN cord-271094-utpg9p5u 171 15 of of IN cord-271094-utpg9p5u 171 16 marketing marketing NN cord-271094-utpg9p5u 171 17 costs cost NNS cord-271094-utpg9p5u 171 18 online online RB cord-271094-utpg9p5u 171 19 as as IN cord-271094-utpg9p5u 171 20 profit profit NN cord-271094-utpg9p5u 171 21 drivers driver NNS cord-271094-utpg9p5u 171 22 , , , cord-271094-utpg9p5u 171 23 neglected neglect VBN cord-271094-utpg9p5u 171 24 in in IN cord-271094-utpg9p5u 171 25 the the DT cord-271094-utpg9p5u 171 26 literature literature NN cord-271094-utpg9p5u 171 27 , , , cord-271094-utpg9p5u 171 28 which which WDT cord-271094-utpg9p5u 171 29 allows allow VBZ cord-271094-utpg9p5u 171 30 performance performance NN cord-271094-utpg9p5u 171 31 measure measure NN cord-271094-utpg9p5u 171 32 in in IN cord-271094-utpg9p5u 171 33 terms term NNS cord-271094-utpg9p5u 171 34 of of IN cord-271094-utpg9p5u 171 35 efficiency efficiency NN cord-271094-utpg9p5u 171 36 . . . cord-271094-utpg9p5u 172 1 Based base VBN cord-271094-utpg9p5u 172 2 on on IN cord-271094-utpg9p5u 172 3 the the DT cord-271094-utpg9p5u 172 4 model model NN cord-271094-utpg9p5u 172 5 , , , cord-271094-utpg9p5u 172 6 the the DT cord-271094-utpg9p5u 172 7 usability usability NN cord-271094-utpg9p5u 172 8 is be VBZ cord-271094-utpg9p5u 172 9 verified verify VBN cord-271094-utpg9p5u 172 10 based base VBN cord-271094-utpg9p5u 172 11 on on IN cord-271094-utpg9p5u 172 12 search search NN cord-271094-utpg9p5u 172 13 traffic traffic NN cord-271094-utpg9p5u 172 14 data datum NNS cord-271094-utpg9p5u 172 15 for for IN cord-271094-utpg9p5u 172 16 leading lead VBG cord-271094-utpg9p5u 172 17 firms firm NNS cord-271094-utpg9p5u 172 18 in in IN cord-271094-utpg9p5u 172 19 the the DT cord-271094-utpg9p5u 172 20 sector sector NN cord-271094-utpg9p5u 172 21 . . . cord-271094-utpg9p5u 173 1 Additionally additionally RB cord-271094-utpg9p5u 173 2 , , , cord-271094-utpg9p5u 173 3 we -PRON- PRP cord-271094-utpg9p5u 173 4 study study VBP cord-271094-utpg9p5u 173 5 the the DT cord-271094-utpg9p5u 173 6 existence existence NN cord-271094-utpg9p5u 173 7 of of IN cord-271094-utpg9p5u 173 8 differences difference NNS cord-271094-utpg9p5u 173 9 in in IN cord-271094-utpg9p5u 173 10 the the DT cord-271094-utpg9p5u 173 11 use use NN cord-271094-utpg9p5u 173 12 of of IN cord-271094-utpg9p5u 173 13 DIM dim JJ cord-271094-utpg9p5u 173 14 techniques technique NNS cord-271094-utpg9p5u 173 15 between between IN cord-271094-utpg9p5u 173 16 companies company NNS cord-271094-utpg9p5u 173 17 and and CC cord-271094-utpg9p5u 173 18 , , , cord-271094-utpg9p5u 173 19 in in IN cord-271094-utpg9p5u 173 20 particular particular JJ cord-271094-utpg9p5u 173 21 , , , cord-271094-utpg9p5u 173 22 the the DT cord-271094-utpg9p5u 173 23 difference difference NN cord-271094-utpg9p5u 173 24 between between IN cord-271094-utpg9p5u 173 25 pure pure JJ cord-271094-utpg9p5u 173 26 players player NNS cord-271094-utpg9p5u 173 27 and and CC cord-271094-utpg9p5u 173 28 the the DT cord-271094-utpg9p5u 173 29 new new JJ cord-271094-utpg9p5u 173 30 click click NN cord-271094-utpg9p5u 173 31 and and CC cord-271094-utpg9p5u 173 32 mortar mortar NN cord-271094-utpg9p5u 173 33 players player NNS cord-271094-utpg9p5u 173 34 , , , cord-271094-utpg9p5u 173 35 in in IN cord-271094-utpg9p5u 173 36 terms term NNS cord-271094-utpg9p5u 173 37 of of IN cord-271094-utpg9p5u 173 38 performance performance NN cord-271094-utpg9p5u 173 39 measures measure NNS cord-271094-utpg9p5u 173 40 and and CC cord-271094-utpg9p5u 173 41 conversion conversion NN cord-271094-utpg9p5u 173 42 technology technology NN cord-271094-utpg9p5u 173 43 and and CC cord-271094-utpg9p5u 173 44 cost cost NN cord-271094-utpg9p5u 173 45 structure structure NN cord-271094-utpg9p5u 173 46 . . . cord-271094-utpg9p5u 174 1 The the DT cord-271094-utpg9p5u 174 2 results result NNS cord-271094-utpg9p5u 174 3 provide provide VBP cord-271094-utpg9p5u 174 4 implications implication NNS cord-271094-utpg9p5u 174 5 for for IN cord-271094-utpg9p5u 174 6 data data NN cord-271094-utpg9p5u 174 7 - - HYPH cord-271094-utpg9p5u 174 8 based base VBN cord-271094-utpg9p5u 174 9 management management NN cord-271094-utpg9p5u 174 10 decisions decision NNS cord-271094-utpg9p5u 174 11 on on IN cord-271094-utpg9p5u 174 12 the the DT cord-271094-utpg9p5u 174 13 adjustment adjustment NN cord-271094-utpg9p5u 174 14 of of IN cord-271094-utpg9p5u 174 15 DIM dim JJ cord-271094-utpg9p5u 174 16 techniques technique NNS cord-271094-utpg9p5u 174 17 optimizing optimize VBG cord-271094-utpg9p5u 174 18 the the DT cord-271094-utpg9p5u 174 19 marketing marketing NN cord-271094-utpg9p5u 174 20 budget budget NN cord-271094-utpg9p5u 174 21 , , , cord-271094-utpg9p5u 174 22 in in IN cord-271094-utpg9p5u 174 23 particular particular JJ cord-271094-utpg9p5u 174 24 , , , cord-271094-utpg9p5u 174 25 the the DT cord-271094-utpg9p5u 174 26 readjustment readjustment NN cord-271094-utpg9p5u 174 27 of of IN cord-271094-utpg9p5u 174 28 SEO seo NN cord-271094-utpg9p5u 174 29 - - : cord-271094-utpg9p5u 174 30 and and CC cord-271094-utpg9p5u 174 31 SEM SEM NNP cord-271094-utpg9p5u 174 32 - - HYPH cord-271094-utpg9p5u 174 33 generated generate VBN cord-271094-utpg9p5u 174 34 visits visit NNS cord-271094-utpg9p5u 174 35 . . . cord-271094-utpg9p5u 175 1 This this DT cord-271094-utpg9p5u 175 2 article article NN cord-271094-utpg9p5u 175 3 studies study VBZ cord-271094-utpg9p5u 175 4 the the DT cord-271094-utpg9p5u 175 5 development development NN cord-271094-utpg9p5u 175 6 on on IN cord-271094-utpg9p5u 175 7 the the DT cord-271094-utpg9p5u 175 8 Internet internet NN cord-271094-utpg9p5u 175 9 of of IN cord-271094-utpg9p5u 175 10 29 29 CD cord-271094-utpg9p5u 175 11 leading lead VBG cord-271094-utpg9p5u 175 12 ecommerce ecommerce NN cord-271094-utpg9p5u 175 13 organizations organization NNS cord-271094-utpg9p5u 175 14 in in IN cord-271094-utpg9p5u 175 15 six six CD cord-271094-utpg9p5u 175 16 different different JJ cord-271094-utpg9p5u 175 17 countries country NNS cord-271094-utpg9p5u 175 18 ( ( -LRB- cord-271094-utpg9p5u 175 19 USA USA NNP cord-271094-utpg9p5u 175 20 , , , cord-271094-utpg9p5u 175 21 UK UK NNP cord-271094-utpg9p5u 175 22 , , , cord-271094-utpg9p5u 175 23 France France NNP cord-271094-utpg9p5u 175 24 , , , cord-271094-utpg9p5u 175 25 Germany Germany NNP cord-271094-utpg9p5u 175 26 , , , cord-271094-utpg9p5u 175 27 Netherlands Netherlands NNP cord-271094-utpg9p5u 175 28 , , , cord-271094-utpg9p5u 175 29 and and CC cord-271094-utpg9p5u 175 30 Norway Norway NNP cord-271094-utpg9p5u 175 31 ) ) -RRB- cord-271094-utpg9p5u 175 32 during during IN cord-271094-utpg9p5u 175 33 a a DT cord-271094-utpg9p5u 175 34 time time NN cord-271094-utpg9p5u 175 35 horizon horizon NN cord-271094-utpg9p5u 175 36 of of IN cord-271094-utpg9p5u 175 37 six six CD cord-271094-utpg9p5u 175 38 years year NNS cord-271094-utpg9p5u 176 1 A. A. NNP cord-271094-utpg9p5u 176 2 Erdmann Erdmann NNP cord-271094-utpg9p5u 176 3 and and CC cord-271094-utpg9p5u 176 4 J.M. J.M. NNP cord-271094-utpg9p5u 176 5 Ponzoa Ponzoa NNP cord-271094-utpg9p5u 176 6 Technological Technological NNP cord-271094-utpg9p5u 176 7 Forecasting Forecasting NNP cord-271094-utpg9p5u 176 8 & & CC cord-271094-utpg9p5u 176 9 Social Social NNP cord-271094-utpg9p5u 176 10 Change Change NNP cord-271094-utpg9p5u 176 11 162 162 CD cord-271094-utpg9p5u 176 12 ( ( -LRB- cord-271094-utpg9p5u 176 13 2021 2021 CD cord-271094-utpg9p5u 176 14 ) ) -RRB- cord-271094-utpg9p5u 177 1 120373 120373 CD cord-271094-utpg9p5u 178 1 ( ( -LRB- cord-271094-utpg9p5u 178 2 2014 2014 CD cord-271094-utpg9p5u 178 3 -2019 -2019 NN cord-271094-utpg9p5u 178 4 ) ) -RRB- cord-271094-utpg9p5u 178 5 , , , cord-271094-utpg9p5u 178 6 comparing compare VBG cord-271094-utpg9p5u 178 7 the the DT cord-271094-utpg9p5u 178 8 use use NN cord-271094-utpg9p5u 178 9 of of IN cord-271094-utpg9p5u 178 10 DIM dim JJ cord-271094-utpg9p5u 178 11 techniques technique NNS cord-271094-utpg9p5u 178 12 of of IN cord-271094-utpg9p5u 178 13 firms firm NNS cord-271094-utpg9p5u 178 14 operating operate VBG cord-271094-utpg9p5u 178 15 physical physical JJ cord-271094-utpg9p5u 178 16 as as RB cord-271094-utpg9p5u 178 17 well well RB cord-271094-utpg9p5u 178 18 as as IN cord-271094-utpg9p5u 178 19 virtual virtual JJ cord-271094-utpg9p5u 178 20 stores store NNS cord-271094-utpg9p5u 178 21 with with IN cord-271094-utpg9p5u 178 22 retail retail JJ cord-271094-utpg9p5u 178 23 companies company NNS cord-271094-utpg9p5u 178 24 born bear VBN cord-271094-utpg9p5u 178 25 in in IN cord-271094-utpg9p5u 178 26 the the DT cord-271094-utpg9p5u 178 27 digital digital JJ cord-271094-utpg9p5u 178 28 environment environment NN cord-271094-utpg9p5u 178 29 . . . cord-271094-utpg9p5u 179 1 Four four CD cord-271094-utpg9p5u 179 2 different different JJ cord-271094-utpg9p5u 179 3 paths path NNS cord-271094-utpg9p5u 179 4 or or CC cord-271094-utpg9p5u 179 5 access access NN cord-271094-utpg9p5u 179 6 routes route NNS cord-271094-utpg9p5u 179 7 to to IN cord-271094-utpg9p5u 179 8 the the DT cord-271094-utpg9p5u 179 9 website website NN cord-271094-utpg9p5u 179 10 can can MD cord-271094-utpg9p5u 179 11 be be VB cord-271094-utpg9p5u 179 12 differentiated differentiate VBN cord-271094-utpg9p5u 179 13 : : : cord-271094-utpg9p5u 179 14 ( ( -LRB- cord-271094-utpg9p5u 179 15 i i NN cord-271094-utpg9p5u 179 16 ) ) -RRB- cord-271094-utpg9p5u 179 17 visits visit NNS cord-271094-utpg9p5u 179 18 derived derive VBN cord-271094-utpg9p5u 179 19 from from IN cord-271094-utpg9p5u 179 20 search search NN cord-271094-utpg9p5u 179 21 engines engine NNS cord-271094-utpg9p5u 179 22 through through IN cord-271094-utpg9p5u 179 23 paid pay VBN cord-271094-utpg9p5u 179 24 positioning positioning NN cord-271094-utpg9p5u 179 25 or or CC cord-271094-utpg9p5u 179 26 SEM SEM NNP cord-271094-utpg9p5u 179 27 ; ; : cord-271094-utpg9p5u 179 28 ( ( -LRB- cord-271094-utpg9p5u 179 29 ii ii NN cord-271094-utpg9p5u 179 30 ) ) -RRB- cord-271094-utpg9p5u 179 31 access access NN cord-271094-utpg9p5u 179 32 to to IN cord-271094-utpg9p5u 179 33 the the DT cord-271094-utpg9p5u 179 34 web web NN cord-271094-utpg9p5u 179 35 of of IN cord-271094-utpg9p5u 179 36 e e NN cord-271094-utpg9p5u 179 37 - - NN cord-271094-utpg9p5u 179 38 commerce commerce NN cord-271094-utpg9p5u 179 39 from from IN cord-271094-utpg9p5u 179 40 search search NN cord-271094-utpg9p5u 179 41 engines engine NNS cord-271094-utpg9p5u 179 42 through through IN cord-271094-utpg9p5u 179 43 organic organic JJ cord-271094-utpg9p5u 179 44 positioning positioning NN cord-271094-utpg9p5u 179 45 or or CC cord-271094-utpg9p5u 179 46 SEO seo NN cord-271094-utpg9p5u 179 47 ; ; , cord-271094-utpg9p5u 179 48 ( ( -LRB- cord-271094-utpg9p5u 179 49 iii iii NN cord-271094-utpg9p5u 179 50 ) ) -RRB- cord-271094-utpg9p5u 179 51 visits visit VBZ cord-271094-utpg9p5u 179 52 through through IN cord-271094-utpg9p5u 179 53 media medium NNS cord-271094-utpg9p5u 179 54 links link NNS cord-271094-utpg9p5u 179 55 , , , cord-271094-utpg9p5u 179 56 social social JJ cord-271094-utpg9p5u 179 57 networks network NNS cord-271094-utpg9p5u 179 58 , , , cord-271094-utpg9p5u 179 59 web web NN cord-271094-utpg9p5u 179 60 pages page NNS cord-271094-utpg9p5u 179 61 or or CC cord-271094-utpg9p5u 179 62 publications publication NNS cord-271094-utpg9p5u 179 63 that that WDT cord-271094-utpg9p5u 179 64 include include VBP cord-271094-utpg9p5u 179 65 references reference NNS cord-271094-utpg9p5u 179 66 and and CC cord-271094-utpg9p5u 179 67 links link NNS cord-271094-utpg9p5u 179 68 that that WDT cord-271094-utpg9p5u 179 69 direct direct VBP cord-271094-utpg9p5u 179 70 the the DT cord-271094-utpg9p5u 179 71 user user NN cord-271094-utpg9p5u 179 72 to to IN cord-271094-utpg9p5u 179 73 the the DT cord-271094-utpg9p5u 179 74 respective respective JJ cord-271094-utpg9p5u 179 75 e e NN cord-271094-utpg9p5u 179 76 - - HYPH cord-271094-utpg9p5u 179 77 commerce commerce NN cord-271094-utpg9p5u 179 78 websites website NNS cord-271094-utpg9p5u 179 79 ( ( -LRB- cord-271094-utpg9p5u 179 80 backlinks backlink NNS cord-271094-utpg9p5u 179 81 ) ) -RRB- cord-271094-utpg9p5u 179 82 and and CC cord-271094-utpg9p5u 180 1 ( ( -LRB- cord-271094-utpg9p5u 180 2 iv iv LS cord-271094-utpg9p5u 180 3 ) ) -RRB- cord-271094-utpg9p5u 180 4 the the DT cord-271094-utpg9p5u 180 5 visits visit NNS cord-271094-utpg9p5u 180 6 derived derive VBN cord-271094-utpg9p5u 180 7 from from IN cord-271094-utpg9p5u 180 8 banners banner NNS cord-271094-utpg9p5u 180 9 , , , cord-271094-utpg9p5u 180 10 interstitials interstitial NNS cord-271094-utpg9p5u 180 11 , , , cord-271094-utpg9p5u 180 12 megabanners megabanner NNS cord-271094-utpg9p5u 180 13 , , , cord-271094-utpg9p5u 180 14 billboards billboard NNS cord-271094-utpg9p5u 180 15 , , , cord-271094-utpg9p5u 180 16 skyscrapers skyscraper NNS cord-271094-utpg9p5u 180 17 , , , cord-271094-utpg9p5u 180 18 pop pop NN cord-271094-utpg9p5u 180 19 - - HYPH cord-271094-utpg9p5u 180 20 ups up NNS cord-271094-utpg9p5u 180 21 or or CC cord-271094-utpg9p5u 180 22 other other JJ cord-271094-utpg9p5u 180 23 graphic graphic JJ cord-271094-utpg9p5u 180 24 formats format NNS cord-271094-utpg9p5u 180 25 used use VBN cord-271094-utpg9p5u 180 26 to to TO cord-271094-utpg9p5u 180 27 support support VB cord-271094-utpg9p5u 180 28 Internet internet NN cord-271094-utpg9p5u 180 29 advertising advertising NN cord-271094-utpg9p5u 180 30 ( ( -LRB- cord-271094-utpg9p5u 180 31 known know VBN cord-271094-utpg9p5u 180 32 by by IN cord-271094-utpg9p5u 180 33 the the DT cord-271094-utpg9p5u 180 34 generic generic JJ cord-271094-utpg9p5u 180 35 term term NN cord-271094-utpg9p5u 180 36 display display NN cord-271094-utpg9p5u 180 37 ads ad NNS cord-271094-utpg9p5u 180 38 ) ) -RRB- cord-271094-utpg9p5u 180 39 . . . cord-271094-utpg9p5u 181 1 From from IN cord-271094-utpg9p5u 181 2 this this DT cord-271094-utpg9p5u 181 3 starting starting NN cord-271094-utpg9p5u 181 4 point point NN cord-271094-utpg9p5u 181 5 , , , cord-271094-utpg9p5u 181 6 we -PRON- PRP cord-271094-utpg9p5u 181 7 investigate investigate VBP cord-271094-utpg9p5u 181 8 DIM dim NN cord-271094-utpg9p5u 181 9 techniques technique NNS cord-271094-utpg9p5u 181 10 used use VBN cord-271094-utpg9p5u 181 11 by by IN cord-271094-utpg9p5u 181 12 ecommerce ecommerce NN cord-271094-utpg9p5u 181 13 in in IN cord-271094-utpg9p5u 181 14 the the DT cord-271094-utpg9p5u 181 15 process process NN cord-271094-utpg9p5u 181 16 of of IN cord-271094-utpg9p5u 181 17 capturing capture VBG cord-271094-utpg9p5u 181 18 Internet internet NN cord-271094-utpg9p5u 181 19 users user NNS cord-271094-utpg9p5u 181 20 or or CC cord-271094-utpg9p5u 181 21 addressing address VBG cord-271094-utpg9p5u 181 22 them -PRON- PRP cord-271094-utpg9p5u 181 23 from from IN cord-271094-utpg9p5u 181 24 free free JJ cord-271094-utpg9p5u 181 25 web web NN cord-271094-utpg9p5u 181 26 browsing browse VBG cord-271094-utpg9p5u 181 27 to to IN cord-271094-utpg9p5u 181 28 their -PRON- PRP$ cord-271094-utpg9p5u 181 29 websites website NNS cord-271094-utpg9p5u 181 30 ( ( -LRB- cord-271094-utpg9p5u 181 31 see see VB cord-271094-utpg9p5u 181 32 Fig Fig NNP cord-271094-utpg9p5u 181 33 . . NNP cord-271094-utpg9p5u 181 34 1 1 CD cord-271094-utpg9p5u 181 35 ) ) -RRB- cord-271094-utpg9p5u 181 36 . . . cord-271094-utpg9p5u 182 1 In in IN cord-271094-utpg9p5u 182 2 particular particular JJ cord-271094-utpg9p5u 182 3 , , , cord-271094-utpg9p5u 182 4 this this DT cord-271094-utpg9p5u 182 5 article article NN cord-271094-utpg9p5u 182 6 focuses focus VBZ cord-271094-utpg9p5u 182 7 its -PRON- PRP$ cord-271094-utpg9p5u 182 8 research research NN cord-271094-utpg9p5u 182 9 on on IN cord-271094-utpg9p5u 182 10 SEO SEO NNP cord-271094-utpg9p5u 182 11 and and CC cord-271094-utpg9p5u 182 12 SEM SEM NNP cord-271094-utpg9p5u 182 13 marketing marketing NN cord-271094-utpg9p5u 182 14 techniques technique NNS cord-271094-utpg9p5u 182 15 that that WDT cord-271094-utpg9p5u 182 16 make make VBP cord-271094-utpg9p5u 182 17 it -PRON- PRP cord-271094-utpg9p5u 182 18 possible possible JJ cord-271094-utpg9p5u 182 19 to to TO cord-271094-utpg9p5u 182 20 position position VB cord-271094-utpg9p5u 182 21 e e NN cord-271094-utpg9p5u 182 22 - - NN cord-271094-utpg9p5u 182 23 commerce commerce NN cord-271094-utpg9p5u 182 24 in in IN cord-271094-utpg9p5u 182 25 web web NN cord-271094-utpg9p5u 182 26 search search NN cord-271094-utpg9p5u 182 27 engines engine NNS cord-271094-utpg9p5u 182 28 . . . cord-271094-utpg9p5u 183 1 In in IN cord-271094-utpg9p5u 183 2 order order NN cord-271094-utpg9p5u 183 3 to to TO cord-271094-utpg9p5u 183 4 analyze analyze VB cord-271094-utpg9p5u 183 5 the the DT cord-271094-utpg9p5u 183 6 economic economic JJ cord-271094-utpg9p5u 183 7 performance performance NN cord-271094-utpg9p5u 183 8 of of IN cord-271094-utpg9p5u 183 9 these these DT cord-271094-utpg9p5u 183 10 DIM dim JJ cord-271094-utpg9p5u 183 11 techniques technique NNS cord-271094-utpg9p5u 183 12 , , , cord-271094-utpg9p5u 183 13 the the DT cord-271094-utpg9p5u 183 14 classic classic JJ cord-271094-utpg9p5u 183 15 economic economic JJ cord-271094-utpg9p5u 183 16 model model NN cord-271094-utpg9p5u 183 17 of of IN cord-271094-utpg9p5u 183 18 evaluation evaluation NN cord-271094-utpg9p5u 183 19 of of IN cord-271094-utpg9p5u 183 20 the the DT cord-271094-utpg9p5u 183 21 optimal optimal JJ cord-271094-utpg9p5u 183 22 marketing marketing NN cord-271094-utpg9p5u 183 23 budget budget NN cord-271094-utpg9p5u 183 24 of of IN cord-271094-utpg9p5u 183 25 Dorfman Dorfman NNP cord-271094-utpg9p5u 183 26 and and CC cord-271094-utpg9p5u 183 27 Steiner Steiner NNP cord-271094-utpg9p5u 183 28 ( ( -LRB- cord-271094-utpg9p5u 183 29 1954 1954 CD cord-271094-utpg9p5u 183 30 ) ) -RRB- cord-271094-utpg9p5u 183 31 is be VBZ cord-271094-utpg9p5u 183 32 adapted adapt VBN cord-271094-utpg9p5u 183 33 to to IN cord-271094-utpg9p5u 183 34 the the DT cord-271094-utpg9p5u 183 35 nature nature NN cord-271094-utpg9p5u 183 36 of of IN cord-271094-utpg9p5u 183 37 the the DT cord-271094-utpg9p5u 183 38 DIM dim NN cord-271094-utpg9p5u 183 39 ( ( -LRB- cord-271094-utpg9p5u 183 40 Fig fig NN cord-271094-utpg9p5u 183 41 . . . cord-271094-utpg9p5u 183 42 1 1 CD cord-271094-utpg9p5u 183 43 ) ) -RRB- cord-271094-utpg9p5u 183 44 . . . cord-271094-utpg9p5u 184 1 Based base VBN cord-271094-utpg9p5u 184 2 on on IN cord-271094-utpg9p5u 184 3 this this DT cord-271094-utpg9p5u 184 4 analytical analytical JJ cord-271094-utpg9p5u 184 5 framework framework NN cord-271094-utpg9p5u 184 6 and and CC cord-271094-utpg9p5u 184 7 in in IN cord-271094-utpg9p5u 184 8 particular particular JJ cord-271094-utpg9p5u 184 9 , , , cord-271094-utpg9p5u 184 10 the the DT cord-271094-utpg9p5u 184 11 optimization optimization NN cord-271094-utpg9p5u 184 12 condition condition NN cord-271094-utpg9p5u 184 13 to to TO cord-271094-utpg9p5u 184 14 achieve achieve VB cord-271094-utpg9p5u 184 15 allocative allocative JJ cord-271094-utpg9p5u 184 16 efficiency efficiency NN cord-271094-utpg9p5u 184 17 of of IN cord-271094-utpg9p5u 184 18 the the DT cord-271094-utpg9p5u 184 19 DIM dim NN cord-271094-utpg9p5u 184 20 effort effort NN cord-271094-utpg9p5u 184 21 , , , cord-271094-utpg9p5u 184 22 the the DT cord-271094-utpg9p5u 184 23 behavior behavior NN cord-271094-utpg9p5u 184 24 observed observe VBN cord-271094-utpg9p5u 184 25 by by IN cord-271094-utpg9p5u 184 26 the the DT cord-271094-utpg9p5u 184 27 online online JJ cord-271094-utpg9p5u 184 28 grocery grocery NN cord-271094-utpg9p5u 184 29 retailers retailer NNS cord-271094-utpg9p5u 184 30 is be VBZ cord-271094-utpg9p5u 184 31 used use VBN cord-271094-utpg9p5u 184 32 to to TO cord-271094-utpg9p5u 184 33 verify verify VB cord-271094-utpg9p5u 184 34 , , , cord-271094-utpg9p5u 184 35 using use VBG cord-271094-utpg9p5u 184 36 time time NN cord-271094-utpg9p5u 184 37 series series NNP cord-271094-utpg9p5u 184 38 analysis analysis NN cord-271094-utpg9p5u 184 39 , , , cord-271094-utpg9p5u 184 40 whether whether IN cord-271094-utpg9p5u 184 41 grocery grocery NN cord-271094-utpg9p5u 184 42 e e NN cord-271094-utpg9p5u 184 43 - - HYPH cord-271094-utpg9p5u 184 44 commerce commerce NN cord-271094-utpg9p5u 184 45 firms firm NNS cord-271094-utpg9p5u 184 46 indeed indeed RB cord-271094-utpg9p5u 184 47 optimize optimize VBP cord-271094-utpg9p5u 184 48 marketing marketing NN cord-271094-utpg9p5u 184 49 effort effort NN cord-271094-utpg9p5u 184 50 in in IN cord-271094-utpg9p5u 184 51 line line NN cord-271094-utpg9p5u 184 52 with with IN cord-271094-utpg9p5u 184 53 the the DT cord-271094-utpg9p5u 184 54 model model NN cord-271094-utpg9p5u 184 55 . . . cord-271094-utpg9p5u 185 1 In in IN cord-271094-utpg9p5u 185 2 this this DT cord-271094-utpg9p5u 185 3 context context NN cord-271094-utpg9p5u 185 4 , , , cord-271094-utpg9p5u 185 5 we -PRON- PRP cord-271094-utpg9p5u 185 6 also also RB cord-271094-utpg9p5u 185 7 analyze analyze VBP cord-271094-utpg9p5u 185 8 potential potential JJ cord-271094-utpg9p5u 185 9 differences difference NNS cord-271094-utpg9p5u 185 10 between between IN cord-271094-utpg9p5u 185 11 click click NN cord-271094-utpg9p5u 185 12 and and CC cord-271094-utpg9p5u 185 13 mortar mortar NN cord-271094-utpg9p5u 185 14 grocery grocery NN cord-271094-utpg9p5u 185 15 ecommerce ecommerce NN cord-271094-utpg9p5u 185 16 compared compare VBN cord-271094-utpg9p5u 185 17 to to IN cord-271094-utpg9p5u 185 18 pure pure JJ cord-271094-utpg9p5u 185 19 players player NNS cord-271094-utpg9p5u 185 20 in in IN cord-271094-utpg9p5u 185 21 terms term NNS cord-271094-utpg9p5u 185 22 of of IN cord-271094-utpg9p5u 185 23 performance performance NN cord-271094-utpg9p5u 185 24 and and CC cord-271094-utpg9p5u 185 25 positioning positioning NN cord-271094-utpg9p5u 185 26 , , , cord-271094-utpg9p5u 185 27 in in IN cord-271094-utpg9p5u 185 28 particular particular JJ cord-271094-utpg9p5u 185 29 , , , cord-271094-utpg9p5u 185 30 the the DT cord-271094-utpg9p5u 185 31 Internet internet NN cord-271094-utpg9p5u 185 32 access access NN cord-271094-utpg9p5u 185 33 to to IN cord-271094-utpg9p5u 185 34 different different JJ cord-271094-utpg9p5u 185 35 e e NN cord-271094-utpg9p5u 185 36 - - NN cord-271094-utpg9p5u 185 37 commerce commerce NN cord-271094-utpg9p5u 185 38 and and CC cord-271094-utpg9p5u 185 39 the the DT cord-271094-utpg9p5u 185 40 corresponding correspond VBG cord-271094-utpg9p5u 185 41 marketing marketing NN cord-271094-utpg9p5u 185 42 costs cost NNS cord-271094-utpg9p5u 185 43 with with IN cord-271094-utpg9p5u 185 44 the the DT cord-271094-utpg9p5u 185 45 objective objective NN cord-271094-utpg9p5u 185 46 to to TO cord-271094-utpg9p5u 185 47 achieve achieve VB cord-271094-utpg9p5u 185 48 a a DT cord-271094-utpg9p5u 185 49 certain certain JJ cord-271094-utpg9p5u 185 50 level level NN cord-271094-utpg9p5u 185 51 of of IN cord-271094-utpg9p5u 185 52 consumer consumer NN cord-271094-utpg9p5u 185 53 attraction attraction NN cord-271094-utpg9p5u 185 54 at at IN cord-271094-utpg9p5u 185 55 minimum minimum JJ cord-271094-utpg9p5u 185 56 costs cost NNS cord-271094-utpg9p5u 185 57 . . . cord-271094-utpg9p5u 186 1 Using use VBG cord-271094-utpg9p5u 186 2 the the DT cord-271094-utpg9p5u 186 3 Attraction Attraction NNP cord-271094-utpg9p5u 186 4 , , , cord-271094-utpg9p5u 186 5 Interest Interest NNP cord-271094-utpg9p5u 186 6 , , , cord-271094-utpg9p5u 186 7 Desire Desire NNP cord-271094-utpg9p5u 186 8 and and CC cord-271094-utpg9p5u 186 9 Action Action NNP cord-271094-utpg9p5u 186 10 ( ( -LRB- cord-271094-utpg9p5u 186 11 AIDA AIDA NNP cord-271094-utpg9p5u 186 12 ) ) -RRB- cord-271094-utpg9p5u 186 13 model model NN cord-271094-utpg9p5u 186 14 Fig Fig NNP cord-271094-utpg9p5u 186 15 . . . cord-271094-utpg9p5u 187 1 1 1 CD cord-271094-utpg9p5u 187 2 proposed propose VBN cord-271094-utpg9p5u 187 3 by by IN cord-271094-utpg9p5u 187 4 American american JJ cord-271094-utpg9p5u 187 5 publicist publicist NN cord-271094-utpg9p5u 187 6 Elias Elias NNP cord-271094-utpg9p5u 187 7 St. St. NNP cord-271094-utpg9p5u 187 8 Elmo Elmo NNP cord-271094-utpg9p5u 187 9 Lewis Lewis NNP cord-271094-utpg9p5u 187 10 ( ( -LRB- cord-271094-utpg9p5u 187 11 cited cite VBN cord-271094-utpg9p5u 187 12 by by IN cord-271094-utpg9p5u 187 13 Barry Barry NNP cord-271094-utpg9p5u 187 14 , , , cord-271094-utpg9p5u 187 15 1987 1987 CD cord-271094-utpg9p5u 187 16 ) ) -RRB- cord-271094-utpg9p5u 187 17 , , , cord-271094-utpg9p5u 187 18 adapted adapt VBN cord-271094-utpg9p5u 187 19 to to IN cord-271094-utpg9p5u 187 20 the the DT cord-271094-utpg9p5u 187 21 digital digital JJ cord-271094-utpg9p5u 187 22 environment environment NN cord-271094-utpg9p5u 187 23 by by IN cord-271094-utpg9p5u 187 24 Rowley Rowley NNP cord-271094-utpg9p5u 187 25 ( ( -LRB- cord-271094-utpg9p5u 187 26 2002 2002 CD cord-271094-utpg9p5u 187 27 ) ) -RRB- cord-271094-utpg9p5u 188 1 we -PRON- PRP cord-271094-utpg9p5u 188 2 propose propose VBP cord-271094-utpg9p5u 188 3 a a DT cord-271094-utpg9p5u 188 4 design design NN cord-271094-utpg9p5u 188 5 of of IN cord-271094-utpg9p5u 188 6 research research NN cord-271094-utpg9p5u 188 7 based base VBN cord-271094-utpg9p5u 188 8 on on IN cord-271094-utpg9p5u 188 9 two two CD cord-271094-utpg9p5u 188 10 of of IN cord-271094-utpg9p5u 188 11 the the DT cord-271094-utpg9p5u 188 12 fundamental fundamental JJ cord-271094-utpg9p5u 188 13 stages stage NNS cord-271094-utpg9p5u 188 14 of of IN cord-271094-utpg9p5u 188 15 the the DT cord-271094-utpg9p5u 188 16 digital digital JJ cord-271094-utpg9p5u 188 17 marketing marketing NN cord-271094-utpg9p5u 188 18 funnel funnel NN cord-271094-utpg9p5u 188 19 : : : cord-271094-utpg9p5u 188 20 the the DT cord-271094-utpg9p5u 188 21 interest interest NN cord-271094-utpg9p5u 188 22 stage stage NN cord-271094-utpg9p5u 188 23 , , , cord-271094-utpg9p5u 188 24 which which WDT cord-271094-utpg9p5u 188 25 involves involve VBZ cord-271094-utpg9p5u 188 26 attracting attract VBG cord-271094-utpg9p5u 188 27 the the DT cord-271094-utpg9p5u 188 28 customer customer NN cord-271094-utpg9p5u 188 29 to to IN cord-271094-utpg9p5u 188 30 the the DT cord-271094-utpg9p5u 188 31 web web NN cord-271094-utpg9p5u 188 32 ( ( -LRB- cord-271094-utpg9p5u 188 33 measured measure VBN cord-271094-utpg9p5u 188 34 in in IN cord-271094-utpg9p5u 188 35 number number NN cord-271094-utpg9p5u 188 36 of of IN cord-271094-utpg9p5u 188 37 visits visit NNS cord-271094-utpg9p5u 188 38 ) ) -RRB- cord-271094-utpg9p5u 188 39 and and CC cord-271094-utpg9p5u 188 40 the the DT cord-271094-utpg9p5u 188 41 action action NN cord-271094-utpg9p5u 188 42 stage stage NN cord-271094-utpg9p5u 188 43 , , , cord-271094-utpg9p5u 188 44 which which WDT cord-271094-utpg9p5u 188 45 involves involve VBZ cord-271094-utpg9p5u 188 46 converting convert VBG cord-271094-utpg9p5u 188 47 the the DT cord-271094-utpg9p5u 188 48 visit visit NN cord-271094-utpg9p5u 188 49 into into IN cord-271094-utpg9p5u 188 50 purchases purchase NNS cord-271094-utpg9p5u 188 51 ( ( -LRB- cord-271094-utpg9p5u 188 52 measured measure VBN cord-271094-utpg9p5u 188 53 in in IN cord-271094-utpg9p5u 188 54 sales sale NNS cord-271094-utpg9p5u 188 55 ) ) -RRB- cord-271094-utpg9p5u 188 56 . . . cord-271094-utpg9p5u 189 1 The the DT cord-271094-utpg9p5u 189 2 model model NN cord-271094-utpg9p5u 189 3 has have VBZ cord-271094-utpg9p5u 189 4 been be VBN cord-271094-utpg9p5u 189 5 updated update VBN cord-271094-utpg9p5u 189 6 by by IN cord-271094-utpg9p5u 189 7 the the DT cord-271094-utpg9p5u 189 8 authors author NNS cord-271094-utpg9p5u 189 9 of of IN cord-271094-utpg9p5u 189 10 this this DT cord-271094-utpg9p5u 189 11 article article NN cord-271094-utpg9p5u 189 12 after after IN cord-271094-utpg9p5u 189 13 including include VBG cord-271094-utpg9p5u 189 14 the the DT cord-271094-utpg9p5u 189 15 commercial commercial JJ cord-271094-utpg9p5u 189 16 objectives objective NNS cord-271094-utpg9p5u 189 17 , , , cord-271094-utpg9p5u 189 18 the the DT cord-271094-utpg9p5u 189 19 marketing marketing NN cord-271094-utpg9p5u 189 20 results result NNS cord-271094-utpg9p5u 189 21 , , , cord-271094-utpg9p5u 189 22 the the DT cord-271094-utpg9p5u 189 23 inbound inbound JJ cord-271094-utpg9p5u 189 24 marketing marketing NN cord-271094-utpg9p5u 189 25 techniques technique NNS cord-271094-utpg9p5u 189 26 used use VBN cord-271094-utpg9p5u 189 27 and and CC cord-271094-utpg9p5u 189 28 a a DT cord-271094-utpg9p5u 189 29 new new JJ cord-271094-utpg9p5u 189 30 stage stage NN cord-271094-utpg9p5u 189 31 of of IN cord-271094-utpg9p5u 189 32 loyalty loyalty NN cord-271094-utpg9p5u 189 33 ( ( -LRB- cord-271094-utpg9p5u 189 34 motivated motivate VBN cord-271094-utpg9p5u 189 35 by by IN cord-271094-utpg9p5u 189 36 several several JJ cord-271094-utpg9p5u 189 37 studies study NNS cord-271094-utpg9p5u 189 38 on on IN cord-271094-utpg9p5u 189 39 the the DT cord-271094-utpg9p5u 189 40 impact impact NN cord-271094-utpg9p5u 189 41 of of IN cord-271094-utpg9p5u 189 42 DIM dim NN cord-271094-utpg9p5u 189 43 on on IN cord-271094-utpg9p5u 189 44 engagement engagement NN cord-271094-utpg9p5u 189 45 and and CC cord-271094-utpg9p5u 189 46 loyalty loyalty NN cord-271094-utpg9p5u 189 47 , , , cord-271094-utpg9p5u 189 48 discussed discuss VBN cord-271094-utpg9p5u 189 49 in in IN cord-271094-utpg9p5u 189 50 section section NN cord-271094-utpg9p5u 189 51 2 2 CD cord-271094-utpg9p5u 189 52 ) ) -RRB- cord-271094-utpg9p5u 189 53 within within IN cord-271094-utpg9p5u 189 54 the the DT cord-271094-utpg9p5u 189 55 process process NN cord-271094-utpg9p5u 189 56 . . . cord-271094-utpg9p5u 190 1 The the DT cord-271094-utpg9p5u 190 2 stage stage NN cord-271094-utpg9p5u 190 3 of of IN cord-271094-utpg9p5u 190 4 attracting attract VBG cord-271094-utpg9p5u 190 5 the the DT cord-271094-utpg9p5u 190 6 consumer consumer NN cord-271094-utpg9p5u 190 7 to to IN cord-271094-utpg9p5u 190 8 the the DT cord-271094-utpg9p5u 190 9 web web NN cord-271094-utpg9p5u 190 10 through through IN cord-271094-utpg9p5u 190 11 any any DT cord-271094-utpg9p5u 190 12 of of IN cord-271094-utpg9p5u 190 13 the the DT cord-271094-utpg9p5u 190 14 marketing marketing NN cord-271094-utpg9p5u 190 15 techniques technique NNS cord-271094-utpg9p5u 190 16 is be VBZ cord-271094-utpg9p5u 190 17 associated associate VBN cord-271094-utpg9p5u 190 18 with with IN cord-271094-utpg9p5u 190 19 explicit explicit JJ cord-271094-utpg9p5u 190 20 or or CC cord-271094-utpg9p5u 190 21 implicit implicit JJ cord-271094-utpg9p5u 190 22 costs cost NNS cord-271094-utpg9p5u 190 23 , , , cord-271094-utpg9p5u 190 24 which which WDT cord-271094-utpg9p5u 190 25 are be VBP cord-271094-utpg9p5u 190 26 analyzed analyze VBN cord-271094-utpg9p5u 190 27 together together RB cord-271094-utpg9p5u 190 28 with with IN cord-271094-utpg9p5u 190 29 the the DT cord-271094-utpg9p5u 190 30 visits visit NNS cord-271094-utpg9p5u 190 31 and and CC cord-271094-utpg9p5u 190 32 sales sale NNS cord-271094-utpg9p5u 190 33 generated generate VBN cord-271094-utpg9p5u 190 34 in in IN cord-271094-utpg9p5u 190 35 the the DT cord-271094-utpg9p5u 190 36 proposed propose VBN cord-271094-utpg9p5u 190 37 analytical analytical JJ cord-271094-utpg9p5u 190 38 model model NN cord-271094-utpg9p5u 190 39 . . . cord-271094-utpg9p5u 191 1 As as IN cord-271094-utpg9p5u 191 2 shown show VBN cord-271094-utpg9p5u 191 3 in in IN cord-271094-utpg9p5u 191 4 Fig.1 fig.1 NN cord-271094-utpg9p5u 191 5 , , , cord-271094-utpg9p5u 191 6 to to TO cord-271094-utpg9p5u 191 7 obtain obtain VB cord-271094-utpg9p5u 191 8 the the DT cord-271094-utpg9p5u 191 9 information information NN cord-271094-utpg9p5u 191 10 necessary necessary JJ cord-271094-utpg9p5u 191 11 to to TO cord-271094-utpg9p5u 191 12 create create VB cord-271094-utpg9p5u 191 13 the the DT cord-271094-utpg9p5u 191 14 database database NN cord-271094-utpg9p5u 191 15 of of IN cord-271094-utpg9p5u 191 16 the the DT cord-271094-utpg9p5u 191 17 study study NN cord-271094-utpg9p5u 191 18 , , , cord-271094-utpg9p5u 191 19 sources source NNS cord-271094-utpg9p5u 191 20 referred refer VBD cord-271094-utpg9p5u 191 21 to to IN cord-271094-utpg9p5u 191 22 DIM dim VB cord-271094-utpg9p5u 191 23 ( ( -LRB- cord-271094-utpg9p5u 191 24 provided provide VBN cord-271094-utpg9p5u 191 25 by by IN cord-271094-utpg9p5u 191 26 SEMrush SEMrush NNP cord-271094-utpg9p5u 191 27 ) ) -RRB- cord-271094-utpg9p5u 191 28 , , , cord-271094-utpg9p5u 191 29 and and CC cord-271094-utpg9p5u 191 30 online online JJ cord-271094-utpg9p5u 191 31 sales sale NNS cord-271094-utpg9p5u 191 32 ( ( -LRB- cord-271094-utpg9p5u 191 33 provided provide VBN cord-271094-utpg9p5u 191 34 by by IN cord-271094-utpg9p5u 191 35 LZRetailytics lzretailytic NNS cord-271094-utpg9p5u 191 36 ) ) -RRB- cord-271094-utpg9p5u 191 37 have have VBP cord-271094-utpg9p5u 191 38 been be VBN cord-271094-utpg9p5u 191 39 used use VBN cord-271094-utpg9p5u 191 40 , , , cord-271094-utpg9p5u 191 41 both both DT cord-271094-utpg9p5u 191 42 being be VBG cord-271094-utpg9p5u 191 43 analytic analytic JJ cord-271094-utpg9p5u 191 44 tools tool NNS cord-271094-utpg9p5u 191 45 of of IN cord-271094-utpg9p5u 191 46 wide wide JJ cord-271094-utpg9p5u 191 47 acceptance acceptance NN cord-271094-utpg9p5u 191 48 and and CC cord-271094-utpg9p5u 191 49 use use NN cord-271094-utpg9p5u 191 50 in in IN cord-271094-utpg9p5u 191 51 the the DT cord-271094-utpg9p5u 191 52 academic academic JJ cord-271094-utpg9p5u 191 53 as as RB cord-271094-utpg9p5u 191 54 well well RB cord-271094-utpg9p5u 191 55 as as IN cord-271094-utpg9p5u 191 56 professional professional JJ cord-271094-utpg9p5u 191 57 world world NN cord-271094-utpg9p5u 191 58 . . . cord-271094-utpg9p5u 192 1 The the DT cord-271094-utpg9p5u 192 2 database database NN cord-271094-utpg9p5u 192 3 LZRetailytics lzretailytic NNS cord-271094-utpg9p5u 192 4 ( ( -LRB- cord-271094-utpg9p5u 192 5 https://www.retailytics.com/ https://www.retailytics.com/ NNP cord-271094-utpg9p5u 192 6 ) ) -RRB- cord-271094-utpg9p5u 192 7 provides provide VBZ cord-271094-utpg9p5u 192 8 the the DT cord-271094-utpg9p5u 192 9 sales sale NNS cord-271094-utpg9p5u 192 10 data datum NNS cord-271094-utpg9p5u 192 11 for for IN cord-271094-utpg9p5u 192 12 the the DT cord-271094-utpg9p5u 192 13 analysis analysis NN cord-271094-utpg9p5u 192 14 . . . cord-271094-utpg9p5u 193 1 This this DT cord-271094-utpg9p5u 193 2 data datum NNS cord-271094-utpg9p5u 193 3 source source NN cord-271094-utpg9p5u 193 4 , , , cord-271094-utpg9p5u 193 5 provided provide VBN cord-271094-utpg9p5u 193 6 directly directly RB cord-271094-utpg9p5u 193 7 by by IN cord-271094-utpg9p5u 193 8 the the DT cord-271094-utpg9p5u 193 9 German german JJ cord-271094-utpg9p5u 193 10 market market NN cord-271094-utpg9p5u 193 11 research research NN cord-271094-utpg9p5u 193 12 firm firm NN cord-271094-utpg9p5u 193 13 of of IN cord-271094-utpg9p5u 193 14 the the DT cord-271094-utpg9p5u 193 15 same same JJ cord-271094-utpg9p5u 193 16 name name NN cord-271094-utpg9p5u 193 17 that that WDT cord-271094-utpg9p5u 193 18 is be VBZ cord-271094-utpg9p5u 193 19 specialized specialize VBN cord-271094-utpg9p5u 193 20 in in IN cord-271094-utpg9p5u 193 21 the the DT cord-271094-utpg9p5u 193 22 grocery grocery NN cord-271094-utpg9p5u 193 23 retail retail JJ cord-271094-utpg9p5u 193 24 sector sector NN cord-271094-utpg9p5u 193 25 , , , cord-271094-utpg9p5u 193 26 has have VBZ cord-271094-utpg9p5u 193 27 been be VBN cord-271094-utpg9p5u 193 28 used use VBN cord-271094-utpg9p5u 193 29 to to TO cord-271094-utpg9p5u 193 30 identify identify VB cord-271094-utpg9p5u 193 31 for for IN cord-271094-utpg9p5u 193 32 five five CD cord-271094-utpg9p5u 193 33 European european JJ cord-271094-utpg9p5u 193 34 countries country NNS cord-271094-utpg9p5u 193 35 ( ( -LRB- cord-271094-utpg9p5u 193 36 UK UK NNP cord-271094-utpg9p5u 193 37 , , , cord-271094-utpg9p5u 193 38 France France NNP cord-271094-utpg9p5u 193 39 , , , cord-271094-utpg9p5u 193 40 Germany Germany NNP cord-271094-utpg9p5u 193 41 , , , cord-271094-utpg9p5u 193 42 Netherlands Netherlands NNP cord-271094-utpg9p5u 193 43 , , , cord-271094-utpg9p5u 193 44 and and CC cord-271094-utpg9p5u 193 45 Norway Norway NNP cord-271094-utpg9p5u 193 46 ) ) -RRB- cord-271094-utpg9p5u 193 47 a a DT cord-271094-utpg9p5u 193 48 total total NN cord-271094-utpg9p5u 193 49 of of IN cord-271094-utpg9p5u 193 50 23 23 CD cord-271094-utpg9p5u 193 51 leading lead VBG cord-271094-utpg9p5u 193 52 grocery grocery NN cord-271094-utpg9p5u 193 53 e e NN cord-271094-utpg9p5u 193 54 - - NN cord-271094-utpg9p5u 193 55 commerce commerce NN cord-271094-utpg9p5u 193 56 firms firm NNS cord-271094-utpg9p5u 193 57 ( ( -LRB- cord-271094-utpg9p5u 193 58 Tesco Tesco NNP cord-271094-utpg9p5u 193 59 , , , cord-271094-utpg9p5u 193 60 Asda Asda NNP cord-271094-utpg9p5u 193 61 , , , cord-271094-utpg9p5u 193 62 E. E. NNP cord-271094-utpg9p5u 193 63 Leclerc Leclerc NNP cord-271094-utpg9p5u 193 64 , , , cord-271094-utpg9p5u 193 65 Rewe Rewe NNP cord-271094-utpg9p5u 193 66 , , , cord-271094-utpg9p5u 193 67 Ahold Ahold NNP cord-271094-utpg9p5u 193 68 , , , cord-271094-utpg9p5u 193 69 among among IN cord-271094-utpg9p5u 193 70 others other NNS cord-271094-utpg9p5u 193 71 ) ) -RRB- cord-271094-utpg9p5u 193 72 and and CC cord-271094-utpg9p5u 193 73 Amazon Amazon NNP cord-271094-utpg9p5u 193 74 ( ( -LRB- cord-271094-utpg9p5u 193 75 the the DT cord-271094-utpg9p5u 193 76 world world NN cord-271094-utpg9p5u 193 77 's 's POS cord-271094-utpg9p5u 193 78 leading lead VBG cord-271094-utpg9p5u 193 79 e e NNP cord-271094-utpg9p5u 193 80 - - HYPH cord-271094-utpg9p5u 193 81 commerce commerce NN cord-271094-utpg9p5u 193 82 firm firm NN cord-271094-utpg9p5u 193 83 with with IN cord-271094-utpg9p5u 193 84 a a DT cord-271094-utpg9p5u 193 85 turnover turnover NN cord-271094-utpg9p5u 193 86 close close RB cord-271094-utpg9p5u 193 87 to to IN cord-271094-utpg9p5u 193 88 233,000 233,000 CD cord-271094-utpg9p5u 193 89 million million CD cord-271094-utpg9p5u 193 90 US US NNP cord-271094-utpg9p5u 193 91 dollars dollar NNS cord-271094-utpg9p5u 193 92 , , , cord-271094-utpg9p5u 193 93 according accord VBG cord-271094-utpg9p5u 193 94 to to IN cord-271094-utpg9p5u 193 95 data datum NNS cord-271094-utpg9p5u 193 96 of of IN cord-271094-utpg9p5u 193 97 the the DT cord-271094-utpg9p5u 193 98 company company NN cord-271094-utpg9p5u 193 99 itself -PRON- PRP cord-271094-utpg9p5u 193 100 ) ) -RRB- cord-271094-utpg9p5u 193 101 and and CC cord-271094-utpg9p5u 193 102 its -PRON- PRP$ cord-271094-utpg9p5u 193 103 corresponding correspond VBG cord-271094-utpg9p5u 193 104 grocery grocery NN cord-271094-utpg9p5u 193 105 sales sale NNS cord-271094-utpg9p5u 193 106 online online RB cord-271094-utpg9p5u 193 107 . . . cord-271094-utpg9p5u 194 1 Firms firm NNS cord-271094-utpg9p5u 194 2 have have VBP cord-271094-utpg9p5u 194 3 been be VBN cord-271094-utpg9p5u 194 4 selected select VBN cord-271094-utpg9p5u 194 5 based base VBN cord-271094-utpg9p5u 194 6 on on IN cord-271094-utpg9p5u 194 7 sales sale NNS cord-271094-utpg9p5u 194 8 in in IN cord-271094-utpg9p5u 194 9 a a DT cord-271094-utpg9p5u 194 10 decreasing decrease VBG cord-271094-utpg9p5u 194 11 order order NN cord-271094-utpg9p5u 194 12 such such JJ cord-271094-utpg9p5u 194 13 that that IN cord-271094-utpg9p5u 194 14 the the DT cord-271094-utpg9p5u 194 15 joint joint JJ cord-271094-utpg9p5u 194 16 market market NN cord-271094-utpg9p5u 194 17 share share NN cord-271094-utpg9p5u 194 18 covers cover VBZ cord-271094-utpg9p5u 194 19 at at RB cord-271094-utpg9p5u 194 20 least least JJS cord-271094-utpg9p5u 194 21 74 74 CD cord-271094-utpg9p5u 194 22 % % NN cord-271094-utpg9p5u 194 23 of of IN cord-271094-utpg9p5u 194 24 the the DT cord-271094-utpg9p5u 194 25 corresponding correspond VBG cord-271094-utpg9p5u 194 26 national national JJ cord-271094-utpg9p5u 194 27 grocery grocery NN cord-271094-utpg9p5u 194 28 e e NN cord-271094-utpg9p5u 194 29 - - NN cord-271094-utpg9p5u 194 30 commerce commerce NN cord-271094-utpg9p5u 194 31 market market NN cord-271094-utpg9p5u 194 32 and and CC cord-271094-utpg9p5u 194 33 provides provide VBZ cord-271094-utpg9p5u 194 34 a a DT cord-271094-utpg9p5u 194 35 broad broad JJ cord-271094-utpg9p5u 194 36 assortment assortment NN cord-271094-utpg9p5u 194 37 that that WDT cord-271094-utpg9p5u 194 38 allows allow VBZ cord-271094-utpg9p5u 194 39 the the DT cord-271094-utpg9p5u 194 40 purchase purchase NN cord-271094-utpg9p5u 194 41 of of IN cord-271094-utpg9p5u 194 42 a a DT cord-271094-utpg9p5u 194 43 standard standard JJ cord-271094-utpg9p5u 194 44 shopping shopping NN cord-271094-utpg9p5u 194 45 basket basket NN cord-271094-utpg9p5u 194 46 ( ( -LRB- cord-271094-utpg9p5u 194 47 excludes exclude VBZ cord-271094-utpg9p5u 194 48 pure pure JJ cord-271094-utpg9p5u 194 49 frozen frozen JJ cord-271094-utpg9p5u 194 50 distributors distributor NNS cord-271094-utpg9p5u 194 51 , , , cord-271094-utpg9p5u 194 52 pet pet JJ cord-271094-utpg9p5u 194 53 food food NN cord-271094-utpg9p5u 194 54 stores store NNS cord-271094-utpg9p5u 194 55 , , , cord-271094-utpg9p5u 194 56 drugstores drugstore NNS cord-271094-utpg9p5u 194 57 ) ) -RRB- cord-271094-utpg9p5u 194 58 . . . cord-271094-utpg9p5u 195 1 For for IN cord-271094-utpg9p5u 195 2 the the DT cord-271094-utpg9p5u 195 3 US US NNP cord-271094-utpg9p5u 195 4 market market NN cord-271094-utpg9p5u 195 5 , , , cord-271094-utpg9p5u 195 6 the the DT cord-271094-utpg9p5u 195 7 list list NN cord-271094-utpg9p5u 195 8 of of IN cord-271094-utpg9p5u 195 9 companies company NNS cord-271094-utpg9p5u 195 10 and and CC cord-271094-utpg9p5u 195 11 sales sale NNS cord-271094-utpg9p5u 195 12 data datum NNS cord-271094-utpg9p5u 195 13 comes come VBZ cord-271094-utpg9p5u 195 14 from from IN cord-271094-utpg9p5u 195 15 EcommerceDB EcommerceDB NNP cord-271094-utpg9p5u 195 16 ( ( -LRB- cord-271094-utpg9p5u 195 17 https://ecommercedb.com/ https://ecommercedb.com/ NNP cord-271094-utpg9p5u 195 18 ) ) -RRB- cord-271094-utpg9p5u 195 19 . . . cord-271094-utpg9p5u 196 1 The the DT cord-271094-utpg9p5u 196 2 web web NN cord-271094-utpg9p5u 196 3 analytics analytic NNS cord-271094-utpg9p5u 196 4 tool tool NN cord-271094-utpg9p5u 196 5 SEMrush SEMrush NNP cord-271094-utpg9p5u 196 6 ( ( -LRB- cord-271094-utpg9p5u 196 7 2019 2019 CD cord-271094-utpg9p5u 196 8 ) ) -RRB- cord-271094-utpg9p5u 196 9 , , , cord-271094-utpg9p5u 196 10 which which WDT cord-271094-utpg9p5u 196 11 has have VBZ cord-271094-utpg9p5u 196 12 been be VBN cord-271094-utpg9p5u 196 13 used use VBN cord-271094-utpg9p5u 196 14 to to TO cord-271094-utpg9p5u 196 15 extract extract VB cord-271094-utpg9p5u 196 16 the the DT cord-271094-utpg9p5u 196 17 main main JJ cord-271094-utpg9p5u 196 18 data datum NNS cord-271094-utpg9p5u 196 19 for for IN cord-271094-utpg9p5u 196 20 this this DT cord-271094-utpg9p5u 196 21 study study NN cord-271094-utpg9p5u 196 22 , , , cord-271094-utpg9p5u 196 23 considers consider VBZ cord-271094-utpg9p5u 196 24 both both DT cord-271094-utpg9p5u 196 25 SEM SEM NNP cord-271094-utpg9p5u 196 26 costs cost NNS cord-271094-utpg9p5u 196 27 ( ( -LRB- cord-271094-utpg9p5u 196 28 positioning positioning NN cord-271094-utpg9p5u 196 29 paid pay VBN cord-271094-utpg9p5u 196 30 at at IN cord-271094-utpg9p5u 196 31 the the DT cord-271094-utpg9p5u 196 32 closing closing NN cord-271094-utpg9p5u 196 33 price price NN cord-271094-utpg9p5u 196 34 provided provide VBN cord-271094-utpg9p5u 196 35 by by IN cord-271094-utpg9p5u 196 36 Google Google NNP cord-271094-utpg9p5u 196 37 in in IN cord-271094-utpg9p5u 196 38 a a DT cord-271094-utpg9p5u 196 39 keyword keyword NN cord-271094-utpg9p5u 196 40 auction auction NN cord-271094-utpg9p5u 196 41 ) ) -RRB- cord-271094-utpg9p5u 196 42 and and CC cord-271094-utpg9p5u 196 43 SEO seo NN cord-271094-utpg9p5u 196 44 costs cost NNS cord-271094-utpg9p5u 196 45 ( ( -LRB- cord-271094-utpg9p5u 196 46 an an DT cord-271094-utpg9p5u 196 47 estimate estimate NN cord-271094-utpg9p5u 196 48 based base VBN cord-271094-utpg9p5u 196 49 on on IN cord-271094-utpg9p5u 196 50 an an DT cord-271094-utpg9p5u 196 51 extrapolation extrapolation NN cord-271094-utpg9p5u 196 52 based base VBN cord-271094-utpg9p5u 196 53 on on IN cord-271094-utpg9p5u 196 54 the the DT cord-271094-utpg9p5u 196 55 SEM SEM NNP cord-271094-utpg9p5u 196 56 cost cost NN cord-271094-utpg9p5u 196 57 of of IN cord-271094-utpg9p5u 196 58 each each DT cord-271094-utpg9p5u 196 59 keyword keyword NN cord-271094-utpg9p5u 196 60 indexed index VBN cord-271094-utpg9p5u 196 61 by by IN cord-271094-utpg9p5u 196 62 e e NN cord-271094-utpg9p5u 196 63 - - NN cord-271094-utpg9p5u 196 64 commerce commerce NN cord-271094-utpg9p5u 196 65 on on IN cord-271094-utpg9p5u 196 66 Google Google NNP cord-271094-utpg9p5u 196 67 ) ) -RRB- cord-271094-utpg9p5u 196 68 . . . cord-271094-utpg9p5u 197 1 In in IN cord-271094-utpg9p5u 197 2 this this DT cord-271094-utpg9p5u 197 3 way way NN cord-271094-utpg9p5u 197 4 , , , cord-271094-utpg9p5u 197 5 and and CC cord-271094-utpg9p5u 197 6 using use VBG cord-271094-utpg9p5u 197 7 data datum NNS cord-271094-utpg9p5u 197 8 very very RB cord-271094-utpg9p5u 197 9 close close JJ cord-271094-utpg9p5u 197 10 to to IN cord-271094-utpg9p5u 197 11 the the DT cord-271094-utpg9p5u 197 12 real real JJ cord-271094-utpg9p5u 197 13 investment investment NN cord-271094-utpg9p5u 197 14 made make VBN cord-271094-utpg9p5u 197 15 by by IN cord-271094-utpg9p5u 197 16 companies company NNS cord-271094-utpg9p5u 197 17 , , , cord-271094-utpg9p5u 197 18 this this DT cord-271094-utpg9p5u 197 19 study study NN cord-271094-utpg9p5u 197 20 proposes propose VBZ cord-271094-utpg9p5u 197 21 a a DT cord-271094-utpg9p5u 197 22 marginal marginal JJ cord-271094-utpg9p5u 197 23 analysis analysis NN cord-271094-utpg9p5u 197 24 ( ( -LRB- cord-271094-utpg9p5u 197 25 Dorfman Dorfman NNP cord-271094-utpg9p5u 197 26 and and CC cord-271094-utpg9p5u 197 27 Steiner Steiner NNP cord-271094-utpg9p5u 197 28 , , , cord-271094-utpg9p5u 197 29 1954 1954 CD cord-271094-utpg9p5u 197 30 ) ) -RRB- cord-271094-utpg9p5u 197 31 of of IN cord-271094-utpg9p5u 197 32 the the DT cord-271094-utpg9p5u 197 33 investment investment NN cord-271094-utpg9p5u 197 34 in in IN cord-271094-utpg9p5u 197 35 DIM dim NN cord-271094-utpg9p5u 197 36 . . . cord-271094-utpg9p5u 198 1 This this DT cord-271094-utpg9p5u 198 2 web web NN cord-271094-utpg9p5u 198 3 analysis analysis NN cord-271094-utpg9p5u 198 4 tool tool NN cord-271094-utpg9p5u 198 5 that that WDT cord-271094-utpg9p5u 198 6 has have VBZ cord-271094-utpg9p5u 198 7 been be VBN cord-271094-utpg9p5u 198 8 used use VBN cord-271094-utpg9p5u 198 9 in in IN cord-271094-utpg9p5u 198 10 several several JJ cord-271094-utpg9p5u 198 11 academic academic JJ cord-271094-utpg9p5u 198 12 articles article NNS cord-271094-utpg9p5u 198 13 in in IN cord-271094-utpg9p5u 198 14 recent recent JJ cord-271094-utpg9p5u 198 15 years year NNS cord-271094-utpg9p5u 199 1 ( ( -LRB- cord-271094-utpg9p5u 199 2 Molodchik Molodchik NNP cord-271094-utpg9p5u 199 3 et et NNP cord-271094-utpg9p5u 199 4 al al NNP cord-271094-utpg9p5u 199 5 . . NNP cord-271094-utpg9p5u 199 6 , , , cord-271094-utpg9p5u 199 7 2018 2018 CD cord-271094-utpg9p5u 199 8 ; ; : cord-271094-utpg9p5u 199 9 Sandvig Sandvig NNP cord-271094-utpg9p5u 199 10 2016 2016 CD cord-271094-utpg9p5u 199 11 ; ; : cord-271094-utpg9p5u 199 12 Huang Huang NNP cord-271094-utpg9p5u 199 13 and and CC cord-271094-utpg9p5u 199 14 Shih Shih NNP cord-271094-utpg9p5u 199 15 , , , cord-271094-utpg9p5u 199 16 2019 2019 CD cord-271094-utpg9p5u 199 17 ) ) -RRB- cord-271094-utpg9p5u 199 18 . . . cord-271094-utpg9p5u 200 1 SEMrush SEMrush NNP cord-271094-utpg9p5u 200 2 allows allow VBZ cord-271094-utpg9p5u 200 3 , , , cord-271094-utpg9p5u 200 4 through through IN cord-271094-utpg9p5u 200 5 its -PRON- PRP$ cord-271094-utpg9p5u 200 6 own own JJ cord-271094-utpg9p5u 200 7 algorithm algorithm NN cord-271094-utpg9p5u 200 8 , , , cord-271094-utpg9p5u 200 9 access access NN cord-271094-utpg9p5u 200 10 to to IN cord-271094-utpg9p5u 200 11 a a DT cord-271094-utpg9p5u 200 12 large large JJ cord-271094-utpg9p5u 200 13 number number NN cord-271094-utpg9p5u 200 14 of of IN cord-271094-utpg9p5u 200 15 DIM dim JJ cord-271094-utpg9p5u 200 16 indicators indicator NNS cord-271094-utpg9p5u 200 17 to to TO cord-271094-utpg9p5u 200 18 be be VB cord-271094-utpg9p5u 200 19 visualized visualize VBN cord-271094-utpg9p5u 200 20 through through IN cord-271094-utpg9p5u 200 21 a a DT cord-271094-utpg9p5u 200 22 dashboard dashboard NN cord-271094-utpg9p5u 200 23 . . . cord-271094-utpg9p5u 201 1 Based base VBN cord-271094-utpg9p5u 201 2 on on IN cord-271094-utpg9p5u 201 3 a a DT cord-271094-utpg9p5u 201 4 license license NN cord-271094-utpg9p5u 201 5 provided provide VBN cord-271094-utpg9p5u 201 6 by by IN cord-271094-utpg9p5u 201 7 SEMrush SEMrush NNP cord-271094-utpg9p5u 201 8 for for IN cord-271094-utpg9p5u 201 9 research research NN cord-271094-utpg9p5u 201 10 purposes purpose NNS cord-271094-utpg9p5u 201 11 , , , cord-271094-utpg9p5u 201 12 we -PRON- PRP cord-271094-utpg9p5u 201 13 created create VBD cord-271094-utpg9p5u 201 14 a a DT cord-271094-utpg9p5u 201 15 dataset dataset NN cord-271094-utpg9p5u 201 16 for for IN cord-271094-utpg9p5u 201 17 this this DT cord-271094-utpg9p5u 201 18 study study NN cord-271094-utpg9p5u 201 19 extracting extract VBG cord-271094-utpg9p5u 201 20 the the DT cord-271094-utpg9p5u 201 21 necessary necessary JJ cord-271094-utpg9p5u 201 22 variables variable NNS cord-271094-utpg9p5u 201 23 for for IN cord-271094-utpg9p5u 201 24 the the DT cord-271094-utpg9p5u 201 25 considered consider VBN cord-271094-utpg9p5u 201 26 ecommerce ecommerce NN cord-271094-utpg9p5u 201 27 . . . cord-271094-utpg9p5u 202 1 By by IN cord-271094-utpg9p5u 202 2 focusing focus VBG cord-271094-utpg9p5u 202 3 the the DT cord-271094-utpg9p5u 202 4 study study NN cord-271094-utpg9p5u 202 5 on on IN cord-271094-utpg9p5u 202 6 the the DT cord-271094-utpg9p5u 202 7 economic economic JJ cord-271094-utpg9p5u 202 8 efficiency efficiency NN cord-271094-utpg9p5u 202 9 of of IN cord-271094-utpg9p5u 202 10 DIM dim NN cord-271094-utpg9p5u 202 11 with with IN cord-271094-utpg9p5u 202 12 a a DT cord-271094-utpg9p5u 202 13 focus focus NN cord-271094-utpg9p5u 202 14 on on IN cord-271094-utpg9p5u 202 15 SEO SEO NNP cord-271094-utpg9p5u 202 16 and and CC cord-271094-utpg9p5u 202 17 SEM SEM NNP cord-271094-utpg9p5u 202 18 , , , cord-271094-utpg9p5u 202 19 special special JJ cord-271094-utpg9p5u 202 20 attention attention NN cord-271094-utpg9p5u 202 21 was be VBD cord-271094-utpg9p5u 202 22 given give VBN cord-271094-utpg9p5u 202 23 to to IN cord-271094-utpg9p5u 202 24 the the DT cord-271094-utpg9p5u 202 25 web web NN cord-271094-utpg9p5u 202 26 traffic traffic NN cord-271094-utpg9p5u 202 27 generated generate VBN cord-271094-utpg9p5u 202 28 and and CC cord-271094-utpg9p5u 202 29 the the DT cord-271094-utpg9p5u 202 30 corresponding corresponding JJ cord-271094-utpg9p5u 202 31 costs cost NNS cord-271094-utpg9p5u 202 32 of of IN cord-271094-utpg9p5u 202 33 each each DT cord-271094-utpg9p5u 202 34 of of IN cord-271094-utpg9p5u 202 35 these these DT cord-271094-utpg9p5u 202 36 techniques technique NNS cord-271094-utpg9p5u 202 37 . . . cord-271094-utpg9p5u 203 1 The the DT cord-271094-utpg9p5u 203 2 constructed construct VBN cord-271094-utpg9p5u 203 3 panel panel NN cord-271094-utpg9p5u 203 4 dataset dataset NN cord-271094-utpg9p5u 203 5 includes include VBZ cord-271094-utpg9p5u 203 6 more more JJR cord-271094-utpg9p5u 203 7 than than IN cord-271094-utpg9p5u 203 8 1,600 1,600 CD cord-271094-utpg9p5u 203 9 observations observation NNS cord-271094-utpg9p5u 203 10 per per IN cord-271094-utpg9p5u 203 11 variable variable NN cord-271094-utpg9p5u 203 12 and and CC cord-271094-utpg9p5u 203 13 about about RB cord-271094-utpg9p5u 203 14 10,000 10,000 CD cord-271094-utpg9p5u 203 15 records record NNS cord-271094-utpg9p5u 203 16 . . . cord-271094-utpg9p5u 204 1 For for IN cord-271094-utpg9p5u 204 2 the the DT cord-271094-utpg9p5u 204 3 purpose purpose NN cord-271094-utpg9p5u 204 4 of of IN cord-271094-utpg9p5u 204 5 replicability replicability NN cord-271094-utpg9p5u 204 6 , , , cord-271094-utpg9p5u 204 7 it -PRON- PRP cord-271094-utpg9p5u 204 8 is be VBZ cord-271094-utpg9p5u 204 9 considered consider VBN cord-271094-utpg9p5u 204 10 necessary necessary JJ cord-271094-utpg9p5u 204 11 to to TO cord-271094-utpg9p5u 204 12 state state VB cord-271094-utpg9p5u 204 13 that that DT cord-271094-utpg9p5u 204 14 SEMrush SEMrush NNP cord-271094-utpg9p5u 204 15 distinguishes distinguish VBZ cord-271094-utpg9p5u 204 16 between between IN cord-271094-utpg9p5u 204 17 Domain Domain NNP cord-271094-utpg9p5u 204 18 Analytics Analytics NNP cord-271094-utpg9p5u 204 19 ( ( -LRB- cord-271094-utpg9p5u 204 20 SEO SEO NNP cord-271094-utpg9p5u 204 21 , , , cord-271094-utpg9p5u 204 22 SEM SEM NNP cord-271094-utpg9p5u 204 23 , , , cord-271094-utpg9p5u 204 24 Backlinks Backlinks NNPS cord-271094-utpg9p5u 204 25 , , , cord-271094-utpg9p5u 204 26 and and CC cord-271094-utpg9p5u 204 27 Display display NN cord-271094-utpg9p5u 204 28 data datum NNS cord-271094-utpg9p5u 204 29 , , , cord-271094-utpg9p5u 204 30 based base VBN cord-271094-utpg9p5u 204 31 on on IN cord-271094-utpg9p5u 204 32 keyword keyword NN cord-271094-utpg9p5u 204 33 positions position NNS cord-271094-utpg9p5u 204 34 ) ) -RRB- cord-271094-utpg9p5u 204 35 and and CC cord-271094-utpg9p5u 204 36 Traffic Traffic NNP cord-271094-utpg9p5u 204 37 Analytics Analytics NNP cord-271094-utpg9p5u 204 38 ( ( -LRB- cord-271094-utpg9p5u 204 39 clickstream clickstream NNP cord-271094-utpg9p5u 204 40 data datum NNS cord-271094-utpg9p5u 204 41 , , , cord-271094-utpg9p5u 204 42 by by IN cord-271094-utpg9p5u 204 43 traffic traffic NN cord-271094-utpg9p5u 204 44 source source NN cord-271094-utpg9p5u 204 45 : : : cord-271094-utpg9p5u 204 46 Direct direct JJ cord-271094-utpg9p5u 204 47 , , , cord-271094-utpg9p5u 204 48 Reference reference NN cord-271094-utpg9p5u 204 49 , , , cord-271094-utpg9p5u 204 50 Unpaid Unpaid NNP cord-271094-utpg9p5u 204 51 Search Search NNP cord-271094-utpg9p5u 204 52 , , , cord-271094-utpg9p5u 204 53 Paid pay VBN cord-271094-utpg9p5u 204 54 Search Search NNP cord-271094-utpg9p5u 204 55 , , , cord-271094-utpg9p5u 204 56 and and CC cord-271094-utpg9p5u 204 57 Access Access NNP cord-271094-utpg9p5u 204 58 from from IN cord-271094-utpg9p5u 204 59 Social Social NNP cord-271094-utpg9p5u 204 60 Networks Networks NNP cord-271094-utpg9p5u 204 61 ) ) -RRB- cord-271094-utpg9p5u 204 62 . . . cord-271094-utpg9p5u 205 1 In in IN cord-271094-utpg9p5u 205 2 this this DT cord-271094-utpg9p5u 205 3 work work NN cord-271094-utpg9p5u 205 4 , , , cord-271094-utpg9p5u 205 5 we -PRON- PRP cord-271094-utpg9p5u 205 6 use use VBP cord-271094-utpg9p5u 205 7 the the DT cord-271094-utpg9p5u 205 8 data datum NNS cord-271094-utpg9p5u 205 9 from from IN cord-271094-utpg9p5u 205 10 Domain Domain NNP cord-271094-utpg9p5u 205 11 Analytics Analytics NNP cord-271094-utpg9p5u 205 12 , , , cord-271094-utpg9p5u 205 13 which which WDT cord-271094-utpg9p5u 205 14 provides provide VBZ cord-271094-utpg9p5u 205 15 direct direct JJ cord-271094-utpg9p5u 205 16 cost cost NN cord-271094-utpg9p5u 205 17 estimates estimate NNS cord-271094-utpg9p5u 205 18 for for IN cord-271094-utpg9p5u 205 19 SEM SEM NNP cord-271094-utpg9p5u 205 20 and and CC cord-271094-utpg9p5u 205 21 estimated estimate VBN cord-271094-utpg9p5u 205 22 opportunity opportunity NN cord-271094-utpg9p5u 205 23 costs cost NNS cord-271094-utpg9p5u 205 24 for for IN cord-271094-utpg9p5u 205 25 SEO SEO NNP cord-271094-utpg9p5u 205 26 . . . cord-271094-utpg9p5u 206 1 The the DT cord-271094-utpg9p5u 206 2 historical historical JJ cord-271094-utpg9p5u 206 3 traffic traffic NN cord-271094-utpg9p5u 206 4 data datum NNS cord-271094-utpg9p5u 206 5 and and CC cord-271094-utpg9p5u 206 6 monthly monthly JJ cord-271094-utpg9p5u 206 7 costs cost NNS cord-271094-utpg9p5u 206 8 are be VBP cord-271094-utpg9p5u 206 9 available available JJ cord-271094-utpg9p5u 206 10 from from IN cord-271094-utpg9p5u 206 11 January January NNP cord-271094-utpg9p5u 206 12 2012 2012 CD cord-271094-utpg9p5u 206 13 . . . cord-271094-utpg9p5u 207 1 However however RB cord-271094-utpg9p5u 207 2 , , , cord-271094-utpg9p5u 207 3 limited limit VBN cord-271094-utpg9p5u 207 4 by by IN cord-271094-utpg9p5u 207 5 the the DT cord-271094-utpg9p5u 207 6 availability availability NN cord-271094-utpg9p5u 207 7 data datum NNS cord-271094-utpg9p5u 207 8 horizon horizon NN cord-271094-utpg9p5u 207 9 of of IN cord-271094-utpg9p5u 207 10 economic economic JJ cord-271094-utpg9p5u 207 11 data datum NNS cord-271094-utpg9p5u 207 12 from from IN cord-271094-utpg9p5u 207 13 the the DT cord-271094-utpg9p5u 207 14 complementary complementary JJ cord-271094-utpg9p5u 207 15 database database NN cord-271094-utpg9p5u 207 16 LZRetailytics lzretailytic NNS cord-271094-utpg9p5u 207 17 , , , cord-271094-utpg9p5u 207 18 the the DT cord-271094-utpg9p5u 207 19 horizon horizon NN cord-271094-utpg9p5u 207 20 from from IN cord-271094-utpg9p5u 207 21 January January NNP cord-271094-utpg9p5u 207 22 2014 2014 CD cord-271094-utpg9p5u 207 23 to to IN cord-271094-utpg9p5u 207 24 December December NNP cord-271094-utpg9p5u 207 25 2019 2019 CD cord-271094-utpg9p5u 207 26 is be VBZ cord-271094-utpg9p5u 207 27 considered consider VBN cord-271094-utpg9p5u 207 28 . . . cord-271094-utpg9p5u 208 1 It -PRON- PRP cord-271094-utpg9p5u 208 2 is be VBZ cord-271094-utpg9p5u 208 3 important important JJ cord-271094-utpg9p5u 208 4 to to TO cord-271094-utpg9p5u 208 5 specify specify VB cord-271094-utpg9p5u 208 6 that that IN cord-271094-utpg9p5u 208 7 from from IN cord-271094-utpg9p5u 208 8 January January NNP cord-271094-utpg9p5u 208 9 2018 2018 CD cord-271094-utpg9p5u 208 10 , , , cord-271094-utpg9p5u 208 11 SEMrush SEMrush NNP cord-271094-utpg9p5u 208 12 began begin VBD cord-271094-utpg9p5u 208 13 to to TO cord-271094-utpg9p5u 208 14 track track VB cord-271094-utpg9p5u 208 15 additional additional JJ cord-271094-utpg9p5u 208 16 mobile mobile JJ cord-271094-utpg9p5u 208 17 data datum NNS cord-271094-utpg9p5u 208 18 ; ; : cord-271094-utpg9p5u 208 19 however however RB cord-271094-utpg9p5u 208 20 , , , cord-271094-utpg9p5u 208 21 until until IN cord-271094-utpg9p5u 208 22 April April NNP cord-271094-utpg9p5u 208 23 2019 2019 CD cord-271094-utpg9p5u 208 24 , , , cord-271094-utpg9p5u 208 25 mobile mobile JJ cord-271094-utpg9p5u 208 26 traffic traffic NN cord-271094-utpg9p5u 208 27 sources source NNS cord-271094-utpg9p5u 208 28 were be VBD cord-271094-utpg9p5u 208 29 merged merge VBN cord-271094-utpg9p5u 208 30 and and CC cord-271094-utpg9p5u 208 31 undefined undefined JJ cord-271094-utpg9p5u 208 32 . . . cord-271094-utpg9p5u 209 1 To to TO cord-271094-utpg9p5u 209 2 extract extract VB cord-271094-utpg9p5u 209 3 data datum NNS cord-271094-utpg9p5u 209 4 from from IN cord-271094-utpg9p5u 209 5 a a DT cord-271094-utpg9p5u 209 6 consistent consistent JJ cord-271094-utpg9p5u 209 7 time time NN cord-271094-utpg9p5u 209 8 series series NN cord-271094-utpg9p5u 209 9 on on IN cord-271094-utpg9p5u 209 10 the the DT cord-271094-utpg9p5u 209 11 website website NN cord-271094-utpg9p5u 209 12 , , , cord-271094-utpg9p5u 209 13 we -PRON- PRP cord-271094-utpg9p5u 209 14 focus focus VBP cord-271094-utpg9p5u 209 15 on on IN cord-271094-utpg9p5u 209 16 monthly monthly JJ cord-271094-utpg9p5u 209 17 traffic traffic NN cord-271094-utpg9p5u 209 18 from from IN cord-271094-utpg9p5u 209 19 the the DT cord-271094-utpg9p5u 209 20 computer computer NN cord-271094-utpg9p5u 209 21 and and CC cord-271094-utpg9p5u 209 22 within within IN cord-271094-utpg9p5u 209 23 the the DT cord-271094-utpg9p5u 209 24 respective respective JJ cord-271094-utpg9p5u 209 25 country country NN cord-271094-utpg9p5u 209 26 . . . cord-271094-utpg9p5u 210 1 For for IN cord-271094-utpg9p5u 210 2 the the DT cord-271094-utpg9p5u 210 3 analysis analysis NN cord-271094-utpg9p5u 210 4 , , , cord-271094-utpg9p5u 210 5 we -PRON- PRP cord-271094-utpg9p5u 210 6 use use VBP cord-271094-utpg9p5u 210 7 the the DT cord-271094-utpg9p5u 210 8 merged merge VBN cord-271094-utpg9p5u 210 9 dataset dataset NN cord-271094-utpg9p5u 210 10 at at IN cord-271094-utpg9p5u 210 11 the the DT cord-271094-utpg9p5u 210 12 annual annual JJ cord-271094-utpg9p5u 210 13 level level NN cord-271094-utpg9p5u 210 14 , , , cord-271094-utpg9p5u 210 15 and and CC cord-271094-utpg9p5u 210 16 the the DT cord-271094-utpg9p5u 210 17 created create VBN cord-271094-utpg9p5u 210 18 DIM dim NN cord-271094-utpg9p5u 210 19 - - HYPH cord-271094-utpg9p5u 210 20 panel panel NN cord-271094-utpg9p5u 210 21 at at IN cord-271094-utpg9p5u 210 22 the the DT cord-271094-utpg9p5u 210 23 monthly monthly JJ cord-271094-utpg9p5u 210 24 level level NN cord-271094-utpg9p5u 210 25 . . . cord-271094-utpg9p5u 211 1 Table table NN cord-271094-utpg9p5u 211 2 2 2 CD cord-271094-utpg9p5u 211 3 summarizes summarize VBZ cord-271094-utpg9p5u 211 4 the the DT cord-271094-utpg9p5u 211 5 sample sample NN cord-271094-utpg9p5u 211 6 , , , cord-271094-utpg9p5u 211 7 with with IN cord-271094-utpg9p5u 211 8 the the DT cord-271094-utpg9p5u 211 9 countries country NNS cord-271094-utpg9p5u 211 10 ordered order VBN cord-271094-utpg9p5u 211 11 from from IN cord-271094-utpg9p5u 211 12 highest high JJS cord-271094-utpg9p5u 211 13 to to IN cord-271094-utpg9p5u 211 14 lowest low JJS cord-271094-utpg9p5u 211 15 by by IN cord-271094-utpg9p5u 211 16 total total JJ cord-271094-utpg9p5u 211 17 sales sale NNS cord-271094-utpg9p5u 211 18 in in IN cord-271094-utpg9p5u 211 19 Food Food NNP cord-271094-utpg9p5u 211 20 & & CC cord-271094-utpg9p5u 211 21 Beverage Beverage NNP cord-271094-utpg9p5u 211 22 e e NNP cord-271094-utpg9p5u 211 23 - - NN cord-271094-utpg9p5u 211 24 commerce commerce NN cord-271094-utpg9p5u 212 1 ( ( -LRB- cord-271094-utpg9p5u 212 2 according accord VBG cord-271094-utpg9p5u 212 3 to to IN cord-271094-utpg9p5u 212 4 Statista Statista NNP cord-271094-utpg9p5u 212 5 , , , cord-271094-utpg9p5u 212 6 2019 2019 CD cord-271094-utpg9p5u 212 7 ) ) -RRB- cord-271094-utpg9p5u 212 8 , , , cord-271094-utpg9p5u 212 9 indicating indicate VBG cord-271094-utpg9p5u 212 10 online online JJ cord-271094-utpg9p5u 212 11 sales sale NNS cord-271094-utpg9p5u 212 12 and and CC cord-271094-utpg9p5u 212 13 acquisition acquisition NN cord-271094-utpg9p5u 212 14 costs cost NNS cord-271094-utpg9p5u 212 15 through through IN cord-271094-utpg9p5u 212 16 SEO SEO NNP cord-271094-utpg9p5u 212 17 and and CC cord-271094-utpg9p5u 212 18 SEM SEM NNP cord-271094-utpg9p5u 212 19 for for IN cord-271094-utpg9p5u 212 20 2018 2018 CD cord-271094-utpg9p5u 212 21 . . . cord-271094-utpg9p5u 213 1 In in IN cord-271094-utpg9p5u 213 2 general general JJ cord-271094-utpg9p5u 213 3 , , , cord-271094-utpg9p5u 213 4 a a DT cord-271094-utpg9p5u 213 5 set set NN cord-271094-utpg9p5u 213 6 of of IN cord-271094-utpg9p5u 213 7 metrics metric NNS cord-271094-utpg9p5u 213 8 ( ( -LRB- cord-271094-utpg9p5u 213 9 dashboard dashboard NN cord-271094-utpg9p5u 213 10 ) ) -RRB- cord-271094-utpg9p5u 213 11 are be VBP cord-271094-utpg9p5u 213 12 used use VBN cord-271094-utpg9p5u 213 13 to to TO cord-271094-utpg9p5u 213 14 evaluate evaluate VB cord-271094-utpg9p5u 213 15 a a DT cord-271094-utpg9p5u 213 16 particular particular JJ cord-271094-utpg9p5u 213 17 marketing marketing NN cord-271094-utpg9p5u 213 18 activity activity NN cord-271094-utpg9p5u 213 19 . . . cord-271094-utpg9p5u 214 1 Choosing choose VBG cord-271094-utpg9p5u 214 2 the the DT cord-271094-utpg9p5u 214 3 most most RBS cord-271094-utpg9p5u 214 4 relevant relevant JJ cord-271094-utpg9p5u 214 5 metric metric NN cord-271094-utpg9p5u 214 6 for for IN cord-271094-utpg9p5u 214 7 decision decision NN cord-271094-utpg9p5u 214 8 making making NN cord-271094-utpg9p5u 214 9 and and CC cord-271094-utpg9p5u 214 10 control control NN cord-271094-utpg9p5u 214 11 of of IN cord-271094-utpg9p5u 214 12 objectives objective NNS cord-271094-utpg9p5u 214 13 depends depend VBZ cord-271094-utpg9p5u 214 14 on on IN cord-271094-utpg9p5u 214 15 the the DT cord-271094-utpg9p5u 214 16 purpose purpose NN cord-271094-utpg9p5u 214 17 of of IN cord-271094-utpg9p5u 214 18 the the DT cord-271094-utpg9p5u 214 19 analysis analysis NN cord-271094-utpg9p5u 214 20 . . . cord-271094-utpg9p5u 215 1 For for IN cord-271094-utpg9p5u 215 2 example example NN cord-271094-utpg9p5u 215 3 , , , cord-271094-utpg9p5u 215 4 from from IN cord-271094-utpg9p5u 215 5 a a DT cord-271094-utpg9p5u 215 6 financial financial JJ cord-271094-utpg9p5u 215 7 perspective perspective NN cord-271094-utpg9p5u 215 8 , , , cord-271094-utpg9p5u 215 9 the the DT cord-271094-utpg9p5u 215 10 return return NN cord-271094-utpg9p5u 215 11 on on IN cord-271094-utpg9p5u 215 12 investment investment NN cord-271094-utpg9p5u 215 13 ( ( -LRB- cord-271094-utpg9p5u 215 14 ROI ROI NNP cord-271094-utpg9p5u 215 15 ) ) -RRB- cord-271094-utpg9p5u 215 16 is be VBZ cord-271094-utpg9p5u 215 17 usually usually RB cord-271094-utpg9p5u 215 18 used use VBN cord-271094-utpg9p5u 215 19 as as IN cord-271094-utpg9p5u 215 20 a a DT cord-271094-utpg9p5u 215 21 standard standard JJ cord-271094-utpg9p5u 215 22 measure measure NN cord-271094-utpg9p5u 215 23 of of IN cord-271094-utpg9p5u 215 24 profitability profitability NN cord-271094-utpg9p5u 215 25 . . . cord-271094-utpg9p5u 216 1 Alternatively alternatively RB cord-271094-utpg9p5u 216 2 , , , cord-271094-utpg9p5u 216 3 from from IN cord-271094-utpg9p5u 216 4 a a DT cord-271094-utpg9p5u 216 5 commercial commercial JJ cord-271094-utpg9p5u 216 6 perspective perspective NN cord-271094-utpg9p5u 216 7 , , , cord-271094-utpg9p5u 216 8 we -PRON- PRP cord-271094-utpg9p5u 216 9 could could MD cord-271094-utpg9p5u 216 10 consider consider VB cord-271094-utpg9p5u 216 11 the the DT cord-271094-utpg9p5u 216 12 advertising advertising NN cord-271094-utpg9p5u 216 13 elasticity elasticity NN cord-271094-utpg9p5u 216 14 of of IN cord-271094-utpg9p5u 216 15 demand demand NN cord-271094-utpg9p5u 216 16 ( ( -LRB- cord-271094-utpg9p5u 216 17 AED AED NNP cord-271094-utpg9p5u 216 18 ) ) -RRB- cord-271094-utpg9p5u 216 19 as as IN cord-271094-utpg9p5u 216 20 a a DT cord-271094-utpg9p5u 216 21 measure measure NN cord-271094-utpg9p5u 216 22 of of IN cord-271094-utpg9p5u 216 23 the the DT cord-271094-utpg9p5u 216 24 efficacy efficacy NN cord-271094-utpg9p5u 216 25 of of IN cord-271094-utpg9p5u 216 26 a a DT cord-271094-utpg9p5u 216 27 given give VBN cord-271094-utpg9p5u 216 28 campaign campaign NN cord-271094-utpg9p5u 216 29 . . . cord-271094-utpg9p5u 217 1 In in IN cord-271094-utpg9p5u 217 2 this this DT cord-271094-utpg9p5u 217 3 study study NN cord-271094-utpg9p5u 217 4 , , , cord-271094-utpg9p5u 217 5 both both DT cord-271094-utpg9p5u 217 6 approaches approach NNS cord-271094-utpg9p5u 217 7 are be VBP cord-271094-utpg9p5u 217 8 considered consider VBN cord-271094-utpg9p5u 217 9 using use VBG cord-271094-utpg9p5u 217 10 an an DT cord-271094-utpg9p5u 217 11 economical economical JJ cord-271094-utpg9p5u 217 12 approach approach NN cord-271094-utpg9p5u 217 13 with with IN cord-271094-utpg9p5u 217 14 the the DT cord-271094-utpg9p5u 217 15 objective objective NN cord-271094-utpg9p5u 217 16 of of IN cord-271094-utpg9p5u 217 17 minimizing minimize VBG cord-271094-utpg9p5u 217 18 costs cost NNS cord-271094-utpg9p5u 217 19 and/or and/or CC cord-271094-utpg9p5u 217 20 maximizing maximize VBG cord-271094-utpg9p5u 217 21 profit profit NN cord-271094-utpg9p5u 217 22 . . . cord-271094-utpg9p5u 218 1 Based base VBN cord-271094-utpg9p5u 218 2 on on IN cord-271094-utpg9p5u 218 3 classical classical JJ cord-271094-utpg9p5u 218 4 microeconomics microeconomic NNS cord-271094-utpg9p5u 218 5 , , , cord-271094-utpg9p5u 218 6 economic economic JJ cord-271094-utpg9p5u 218 7 efficiency efficiency NN cord-271094-utpg9p5u 218 8 is be VBZ cord-271094-utpg9p5u 218 9 defined define VBN cord-271094-utpg9p5u 218 10 as as IN cord-271094-utpg9p5u 218 11 follows follow VBZ cord-271094-utpg9p5u 218 12 : : : cord-271094-utpg9p5u 218 13 " " `` cord-271094-utpg9p5u 218 14 Producers producer NNS cord-271094-utpg9p5u 218 15 are be VBP cord-271094-utpg9p5u 218 16 characterized characterize VBN cord-271094-utpg9p5u 218 17 as as RB cord-271094-utpg9p5u 218 18 efficient efficient JJ cord-271094-utpg9p5u 218 19 if if IN cord-271094-utpg9p5u 218 20 they -PRON- PRP cord-271094-utpg9p5u 218 21 have have VBP cord-271094-utpg9p5u 218 22 produced produce VBN cord-271094-utpg9p5u 218 23 as as RB cord-271094-utpg9p5u 218 24 much much RB cord-271094-utpg9p5u 218 25 as as IN cord-271094-utpg9p5u 218 26 possible possible JJ cord-271094-utpg9p5u 218 27 with with IN cord-271094-utpg9p5u 218 28 the the DT cord-271094-utpg9p5u 218 29 inputs input NNS cord-271094-utpg9p5u 218 30 they -PRON- PRP cord-271094-utpg9p5u 218 31 have have VBP cord-271094-utpg9p5u 218 32 actually actually RB cord-271094-utpg9p5u 218 33 employed employ VBN cord-271094-utpg9p5u 218 34 or or CC cord-271094-utpg9p5u 218 35 if if IN cord-271094-utpg9p5u 218 36 they -PRON- PRP cord-271094-utpg9p5u 218 37 have have VBP cord-271094-utpg9p5u 218 38 produced produce VBN cord-271094-utpg9p5u 218 39 that that DT cord-271094-utpg9p5u 218 40 output output NN cord-271094-utpg9p5u 218 41 at at IN cord-271094-utpg9p5u 218 42 minimum minimum JJ cord-271094-utpg9p5u 218 43 cost cost NN cord-271094-utpg9p5u 218 44 " " '' cord-271094-utpg9p5u 218 45 ( ( -LRB- cord-271094-utpg9p5u 218 46 Green Green NNP cord-271094-utpg9p5u 218 47 , , , cord-271094-utpg9p5u 218 48 2008 2008 CD cord-271094-utpg9p5u 218 49 , , , cord-271094-utpg9p5u 218 50 p.100 p.100 NNP cord-271094-utpg9p5u 218 51 ) ) -RRB- cord-271094-utpg9p5u 218 52 . . . cord-271094-utpg9p5u 219 1 In in IN cord-271094-utpg9p5u 219 2 the the DT cord-271094-utpg9p5u 219 3 present present JJ cord-271094-utpg9p5u 219 4 study study NN cord-271094-utpg9p5u 219 5 , , , cord-271094-utpg9p5u 219 6 we -PRON- PRP cord-271094-utpg9p5u 219 7 use use VBP cord-271094-utpg9p5u 219 8 the the DT cord-271094-utpg9p5u 219 9 Dorfman Dorfman NNP cord-271094-utpg9p5u 219 10 and and CC cord-271094-utpg9p5u 219 11 Steiner Steiner NNP cord-271094-utpg9p5u 219 12 model model NN cord-271094-utpg9p5u 219 13 ( ( -LRB- cord-271094-utpg9p5u 219 14 1954 1954 CD cord-271094-utpg9p5u 219 15 ) ) -RRB- cord-271094-utpg9p5u 220 1 the the DT cord-271094-utpg9p5u 220 2 workhorse workhorse NN cord-271094-utpg9p5u 220 3 of of IN cord-271094-utpg9p5u 220 4 optimization optimization NN cord-271094-utpg9p5u 220 5 of of IN cord-271094-utpg9p5u 220 6 marketing marketing NN cord-271094-utpg9p5u 220 7 spending spending NN cord-271094-utpg9p5u 220 8 , , , cord-271094-utpg9p5u 220 9 which which WDT cord-271094-utpg9p5u 220 10 is be VBZ cord-271094-utpg9p5u 220 11 adapted adapt VBN cord-271094-utpg9p5u 220 12 to to IN cord-271094-utpg9p5u 220 13 DIM dim VB cord-271094-utpg9p5u 220 14 techniques technique NNS cord-271094-utpg9p5u 220 15 . . . cord-271094-utpg9p5u 221 1 A a DT cord-271094-utpg9p5u 221 2 recent recent JJ cord-271094-utpg9p5u 221 3 example example NN cord-271094-utpg9p5u 221 4 of of IN cord-271094-utpg9p5u 221 5 an an DT cord-271094-utpg9p5u 221 6 application application NN cord-271094-utpg9p5u 221 7 of of IN cord-271094-utpg9p5u 221 8 the the DT cord-271094-utpg9p5u 221 9 model model NN cord-271094-utpg9p5u 221 10 is be VBZ cord-271094-utpg9p5u 221 11 Halbheer Halbheer NNP cord-271094-utpg9p5u 221 12 et et NNP cord-271094-utpg9p5u 221 13 al al NNP cord-271094-utpg9p5u 221 14 . . . cord-271094-utpg9p5u 222 1 ( ( -LRB- cord-271094-utpg9p5u 222 2 2014 2014 CD cord-271094-utpg9p5u 222 3 ) ) -RRB- cord-271094-utpg9p5u 222 4 , , , cord-271094-utpg9p5u 222 5 which which WDT cord-271094-utpg9p5u 222 6 analyzes analyze VBZ cord-271094-utpg9p5u 222 7 the the DT cord-271094-utpg9p5u 222 8 optimal optimal JJ cord-271094-utpg9p5u 222 9 strategy strategy NN cord-271094-utpg9p5u 222 10 and and CC cord-271094-utpg9p5u 222 11 advertising advertising NN cord-271094-utpg9p5u 222 12 revenues revenue NNS cord-271094-utpg9p5u 222 13 for for IN cord-271094-utpg9p5u 222 14 a a DT cord-271094-utpg9p5u 222 15 given give VBN cord-271094-utpg9p5u 222 16 digital digital JJ cord-271094-utpg9p5u 222 17 content content NN cord-271094-utpg9p5u 222 18 strategy strategy NN cord-271094-utpg9p5u 222 19 . . . cord-271094-utpg9p5u 223 1 In in IN cord-271094-utpg9p5u 223 2 the the DT cord-271094-utpg9p5u 223 3 DIM dim JJ cord-271094-utpg9p5u 223 4 context context NN cord-271094-utpg9p5u 223 5 , , , cord-271094-utpg9p5u 223 6 with with IN cord-271094-utpg9p5u 223 7 a a DT cord-271094-utpg9p5u 223 8 focus focus NN cord-271094-utpg9p5u 223 9 on on IN cord-271094-utpg9p5u 223 10 SEO SEO NNP cord-271094-utpg9p5u 223 11 and and CC cord-271094-utpg9p5u 223 12 SEM SEM NNP cord-271094-utpg9p5u 223 13 , , , cord-271094-utpg9p5u 223 14 we -PRON- PRP cord-271094-utpg9p5u 223 15 define define VBP cord-271094-utpg9p5u 223 16 the the DT cord-271094-utpg9p5u 223 17 profit profit NN cord-271094-utpg9p5u 223 18 of of IN cord-271094-utpg9p5u 223 19 the the DT cord-271094-utpg9p5u 223 20 company company NN cord-271094-utpg9p5u 223 21 as as IN cord-271094-utpg9p5u 223 22 follows follow VBZ cord-271094-utpg9p5u 223 23 : : : cord-271094-utpg9p5u 223 24 where where WRB cord-271094-utpg9p5u 223 25 demand demand NN cord-271094-utpg9p5u 223 26 , , , cord-271094-utpg9p5u 223 27 and and CC cord-271094-utpg9p5u 223 28 therefore therefore RB cord-271094-utpg9p5u 223 29 sales sale NNS cord-271094-utpg9p5u 223 30 , , , cord-271094-utpg9p5u 223 31 depends depend VBZ cord-271094-utpg9p5u 223 32 on on IN cord-271094-utpg9p5u 223 33 the the DT cord-271094-utpg9p5u 223 34 number number NN cord-271094-utpg9p5u 223 35 of of IN cord-271094-utpg9p5u 223 36 website website NN cord-271094-utpg9p5u 224 1 Some some DT cord-271094-utpg9p5u 224 2 sales sale NNS cord-271094-utpg9p5u 224 3 and and CC cord-271094-utpg9p5u 224 4 cost cost NN cord-271094-utpg9p5u 224 5 data datum NNS cord-271094-utpg9p5u 224 6 were be VBD cord-271094-utpg9p5u 224 7 not not RB cord-271094-utpg9p5u 224 8 available available JJ cord-271094-utpg9p5u 224 9 in in IN cord-271094-utpg9p5u 224 10 EUR EUR NNP cord-271094-utpg9p5u 224 11 and and CC cord-271094-utpg9p5u 224 12 have have VBP cord-271094-utpg9p5u 224 13 been be VBN cord-271094-utpg9p5u 224 14 extracted extract VBN cord-271094-utpg9p5u 224 15 in in IN cord-271094-utpg9p5u 224 16 USD usd NN cord-271094-utpg9p5u 224 17 applying apply VBG cord-271094-utpg9p5u 224 18 the the DT cord-271094-utpg9p5u 224 19 average average JJ cord-271094-utpg9p5u 224 20 annual annual JJ cord-271094-utpg9p5u 224 21 exchange exchange NN cord-271094-utpg9p5u 224 22 rate rate NN cord-271094-utpg9p5u 224 23 reported report VBN cord-271094-utpg9p5u 224 24 by by IN cord-271094-utpg9p5u 224 25 Statista Statista NNP cord-271094-utpg9p5u 224 26 ( ( -LRB- cord-271094-utpg9p5u 224 27 2019 2019 CD cord-271094-utpg9p5u 224 28 ) ) -RRB- cord-271094-utpg9p5u 224 29 to to TO cord-271094-utpg9p5u 224 30 convert convert VB cord-271094-utpg9p5u 224 31 into into IN cord-271094-utpg9p5u 224 32 EUR EUR NNP cord-271094-utpg9p5u 224 33 . . . cord-271094-utpg9p5u 225 1 A. A. NNP cord-271094-utpg9p5u 225 2 Erdmann Erdmann NNP cord-271094-utpg9p5u 225 3 and and CC cord-271094-utpg9p5u 225 4 J.M. J.M. NNP cord-271094-utpg9p5u 225 5 Ponzoa Ponzoa NNP cord-271094-utpg9p5u 225 6 Technological Technological NNP cord-271094-utpg9p5u 225 7 Forecasting Forecasting NNP cord-271094-utpg9p5u 225 8 & & CC cord-271094-utpg9p5u 225 9 Social Social NNP cord-271094-utpg9p5u 225 10 Change Change NNP cord-271094-utpg9p5u 225 11 162 162 CD cord-271094-utpg9p5u 225 12 ( ( -LRB- cord-271094-utpg9p5u 225 13 2021 2021 CD cord-271094-utpg9p5u 225 14 ) ) -RRB- cord-271094-utpg9p5u 226 1 120373 120373 CD cord-271094-utpg9p5u 226 2 visits visit NNS cord-271094-utpg9p5u 226 3 generated generate VBN cord-271094-utpg9p5u 226 4 and and CC cord-271094-utpg9p5u 226 5 digital digital JJ cord-271094-utpg9p5u 226 6 marketing marketing NN cord-271094-utpg9p5u 226 7 costs cost NNS cord-271094-utpg9p5u 226 8 depend depend VBP cord-271094-utpg9p5u 226 9 directly directly RB cord-271094-utpg9p5u 226 10 and and CC cord-271094-utpg9p5u 226 11 indirectly indirectly RB cord-271094-utpg9p5u 226 12 on on IN cord-271094-utpg9p5u 226 13 the the DT cord-271094-utpg9p5u 226 14 number number NN cord-271094-utpg9p5u 226 15 of of IN cord-271094-utpg9p5u 226 16 website website NN cord-271094-utpg9p5u 226 17 visits visit NNS cord-271094-utpg9p5u 226 18 . . . cord-271094-utpg9p5u 227 1 Thus thus RB cord-271094-utpg9p5u 227 2 , , , cord-271094-utpg9p5u 227 3 an an DT cord-271094-utpg9p5u 227 4 important important JJ cord-271094-utpg9p5u 227 5 part part NN cord-271094-utpg9p5u 227 6 of of IN cord-271094-utpg9p5u 227 7 the the DT cord-271094-utpg9p5u 227 8 cost cost NN cord-271094-utpg9p5u 227 9 structure structure NN cord-271094-utpg9p5u 227 10 of of IN cord-271094-utpg9p5u 227 11 DIM dim NN cord-271094-utpg9p5u 227 12 is be VBZ cord-271094-utpg9p5u 227 13 variable variable JJ cord-271094-utpg9p5u 227 14 costs cost NNS cord-271094-utpg9p5u 227 15 , , , cord-271094-utpg9p5u 227 16 instead instead RB cord-271094-utpg9p5u 227 17 of of IN cord-271094-utpg9p5u 227 18 a a DT cord-271094-utpg9p5u 227 19 fixed fix VBN cord-271094-utpg9p5u 227 20 amount amount NN cord-271094-utpg9p5u 227 21 of of IN cord-271094-utpg9p5u 227 22 advertising advertising NN cord-271094-utpg9p5u 227 23 investment investment NN cord-271094-utpg9p5u 227 24 . . . cord-271094-utpg9p5u 228 1 We -PRON- PRP cord-271094-utpg9p5u 228 2 differentiate differentiate VBP cord-271094-utpg9p5u 228 3 in in IN cord-271094-utpg9p5u 228 4 visits visit NNS cord-271094-utpg9p5u 228 5 generated generate VBN cord-271094-utpg9p5u 228 6 by by IN cord-271094-utpg9p5u 228 7 SEO SEO NNP cord-271094-utpg9p5u 228 8 ( ( -LRB- cord-271094-utpg9p5u 228 9 V v NN cord-271094-utpg9p5u 228 10 SEO seo NN cord-271094-utpg9p5u 228 11 ) ) -RRB- cord-271094-utpg9p5u 228 12 and and CC cord-271094-utpg9p5u 228 13 visits visit NNS cord-271094-utpg9p5u 228 14 attributed attribute VBN cord-271094-utpg9p5u 228 15 to to IN cord-271094-utpg9p5u 228 16 campaigns campaign NNS cord-271094-utpg9p5u 228 17 through through IN cord-271094-utpg9p5u 228 18 SEM SEM NNP cord-271094-utpg9p5u 228 19 ( ( -LRB- cord-271094-utpg9p5u 228 20 V V NNP cord-271094-utpg9p5u 228 21 SEM SEM NNP cord-271094-utpg9p5u 228 22 ) ) -RRB- cord-271094-utpg9p5u 228 23 . . . cord-271094-utpg9p5u 229 1 This this DT cord-271094-utpg9p5u 229 2 process process NN cord-271094-utpg9p5u 229 3 of of IN cord-271094-utpg9p5u 229 4 transformation transformation NN cord-271094-utpg9p5u 229 5 of of IN cord-271094-utpg9p5u 229 6 visits visit NNS cord-271094-utpg9p5u 229 7 into into IN cord-271094-utpg9p5u 229 8 sales sale NNS cord-271094-utpg9p5u 229 9 is be VBZ cord-271094-utpg9p5u 229 10 illustrated illustrate VBN cord-271094-utpg9p5u 229 11 conceptually conceptually RB cord-271094-utpg9p5u 229 12 in in IN cord-271094-utpg9p5u 229 13 Fig Fig NNP cord-271094-utpg9p5u 229 14 . . . cord-271094-utpg9p5u 229 15 2(a 2(a CD cord-271094-utpg9p5u 229 16 ) ) -RRB- cord-271094-utpg9p5u 229 17 . . . cord-271094-utpg9p5u 230 1 In in IN cord-271094-utpg9p5u 230 2 this this DT cord-271094-utpg9p5u 230 3 sense sense NN cord-271094-utpg9p5u 230 4 , , , cord-271094-utpg9p5u 230 5 a a DT cord-271094-utpg9p5u 230 6 superior superior JJ cord-271094-utpg9p5u 230 7 " " `` cord-271094-utpg9p5u 230 8 conversion conversion NN cord-271094-utpg9p5u 230 9 technology technology NN cord-271094-utpg9p5u 230 10 " " '' cord-271094-utpg9p5u 230 11 is be VBZ cord-271094-utpg9p5u 230 12 understood understand VBN cord-271094-utpg9p5u 230 13 as as IN cord-271094-utpg9p5u 230 14 converting convert VBG cord-271094-utpg9p5u 230 15 1 1 CD cord-271094-utpg9p5u 230 16 M m CD cord-271094-utpg9p5u 230 17 additional additional JJ cord-271094-utpg9p5u 230 18 visits visit NNS cord-271094-utpg9p5u 230 19 in in IN cord-271094-utpg9p5u 230 20 more more JJR cord-271094-utpg9p5u 230 21 additional additional JJ cord-271094-utpg9p5u 230 22 sales sale NNS cord-271094-utpg9p5u 230 23 ( ( -LRB- cord-271094-utpg9p5u 230 24 Marginal Marginal NNP cord-271094-utpg9p5u 230 25 Revenues Revenues NNPS cord-271094-utpg9p5u 230 26 , , , cord-271094-utpg9p5u 230 27 MR MR NNP cord-271094-utpg9p5u 230 28 ) ) -RRB- cord-271094-utpg9p5u 230 29 than than IN cord-271094-utpg9p5u 230 30 an an DT cord-271094-utpg9p5u 230 31 inferior inferior JJ cord-271094-utpg9p5u 230 32 technology technology NN cord-271094-utpg9p5u 230 33 ( ( -LRB- cord-271094-utpg9p5u 230 34 with with IN cord-271094-utpg9p5u 230 35 Marginal Marginal NNP cord-271094-utpg9p5u 230 36 Revenue Revenue NNP cord-271094-utpg9p5u 230 37 , , , cord-271094-utpg9p5u 230 38 MR′ MR′ NNP cord-271094-utpg9p5u 230 39 ) ) -RRB- cord-271094-utpg9p5u 230 40 . . . cord-271094-utpg9p5u 231 1 The the DT cord-271094-utpg9p5u 231 2 costs cost NNS cord-271094-utpg9p5u 231 3 are be VBP cord-271094-utpg9p5u 231 4 the the DT cord-271094-utpg9p5u 231 5 sum sum NN cord-271094-utpg9p5u 231 6 of of IN cord-271094-utpg9p5u 231 7 the the DT cord-271094-utpg9p5u 231 8 production production NN cord-271094-utpg9p5u 231 9 costs cost NNS cord-271094-utpg9p5u 231 10 ( ( -LRB- cord-271094-utpg9p5u 231 11 depending depend VBG cord-271094-utpg9p5u 231 12 on on IN cord-271094-utpg9p5u 231 13 the the DT cord-271094-utpg9p5u 231 14 quantity quantity NN cord-271094-utpg9p5u 231 15 sold sell VBN cord-271094-utpg9p5u 231 16 online online RB cord-271094-utpg9p5u 231 17 ) ) -RRB- cord-271094-utpg9p5u 231 18 and and CC cord-271094-utpg9p5u 231 19 the the DT cord-271094-utpg9p5u 231 20 DIM dim NN cord-271094-utpg9p5u 231 21 costs cost NNS cord-271094-utpg9p5u 231 22 , , , cord-271094-utpg9p5u 231 23 which which WDT cord-271094-utpg9p5u 231 24 are be VBP cord-271094-utpg9p5u 231 25 mostly mostly RB cord-271094-utpg9p5u 231 26 based base VBN cord-271094-utpg9p5u 231 27 on on IN cord-271094-utpg9p5u 231 28 performance performance NN cord-271094-utpg9p5u 231 29 and and CC cord-271094-utpg9p5u 231 30 , , , cord-271094-utpg9p5u 231 31 therefore therefore RB cord-271094-utpg9p5u 231 32 , , , cord-271094-utpg9p5u 231 33 are be VBP cord-271094-utpg9p5u 231 34 directly directly RB cord-271094-utpg9p5u 231 35 associated associate VBN cord-271094-utpg9p5u 231 36 with with IN cord-271094-utpg9p5u 231 37 the the DT cord-271094-utpg9p5u 231 38 visits visit NNS cord-271094-utpg9p5u 231 39 generated generate VBN cord-271094-utpg9p5u 231 40 to to IN cord-271094-utpg9p5u 231 41 the the DT cord-271094-utpg9p5u 231 42 website website NN cord-271094-utpg9p5u 231 43 . . . cord-271094-utpg9p5u 232 1 We -PRON- PRP cord-271094-utpg9p5u 232 2 could could MD cord-271094-utpg9p5u 232 3 additionally additionally RB cord-271094-utpg9p5u 232 4 include include VB cord-271094-utpg9p5u 232 5 a a DT cord-271094-utpg9p5u 232 6 fixed fix VBN cord-271094-utpg9p5u 232 7 amount amount NN cord-271094-utpg9p5u 232 8 of of IN cord-271094-utpg9p5u 232 9 investment investment NN cord-271094-utpg9p5u 232 10 in in IN cord-271094-utpg9p5u 232 11 advertising advertising NN cord-271094-utpg9p5u 232 12 ( ( -LRB- cord-271094-utpg9p5u 232 13 A a NN cord-271094-utpg9p5u 232 14 ) ) -RRB- cord-271094-utpg9p5u 232 15 as as IN cord-271094-utpg9p5u 232 16 in in IN cord-271094-utpg9p5u 232 17 the the DT cord-271094-utpg9p5u 232 18 classic classic JJ cord-271094-utpg9p5u 232 19 model model NN cord-271094-utpg9p5u 232 20 , , , cord-271094-utpg9p5u 232 21 which which WDT cord-271094-utpg9p5u 232 22 can can MD cord-271094-utpg9p5u 232 23 be be VB cord-271094-utpg9p5u 232 24 omitted omit VBN cord-271094-utpg9p5u 232 25 for for IN cord-271094-utpg9p5u 232 26 simplicity simplicity NN cord-271094-utpg9p5u 232 27 . . . cord-271094-utpg9p5u 233 1 Since since IN cord-271094-utpg9p5u 233 2 the the DT cord-271094-utpg9p5u 233 3 visits visit NNS cord-271094-utpg9p5u 233 4 generated generate VBN cord-271094-utpg9p5u 233 5 by by IN cord-271094-utpg9p5u 233 6 different different JJ cord-271094-utpg9p5u 233 7 DIM dim NN cord-271094-utpg9p5u 233 8 techniques technique NNS cord-271094-utpg9p5u 233 9 have have VBP cord-271094-utpg9p5u 233 10 different different JJ cord-271094-utpg9p5u 233 11 costs cost NNS cord-271094-utpg9p5u 233 12 , , , cord-271094-utpg9p5u 233 13 we -PRON- PRP cord-271094-utpg9p5u 233 14 differentiate differentiate VBP cord-271094-utpg9p5u 233 15 between between IN cord-271094-utpg9p5u 233 16 the the DT cord-271094-utpg9p5u 233 17 explicit explicit JJ cord-271094-utpg9p5u 233 18 costs cost NNS cord-271094-utpg9p5u 233 19 associated associate VBN cord-271094-utpg9p5u 233 20 with with IN cord-271094-utpg9p5u 233 21 SEM SEM NNP cord-271094-utpg9p5u 233 22 traffic traffic NN cord-271094-utpg9p5u 233 23 ( ( -LRB- cord-271094-utpg9p5u 233 24 C C NNP cord-271094-utpg9p5u 233 25 SEM SEM NNP cord-271094-utpg9p5u 233 26 ) ) -RRB- cord-271094-utpg9p5u 233 27 and and CC cord-271094-utpg9p5u 233 28 the the DT cord-271094-utpg9p5u 233 29 implicit implicit JJ cord-271094-utpg9p5u 233 30 costs cost NNS cord-271094-utpg9p5u 233 31 associated associate VBN cord-271094-utpg9p5u 233 32 with with IN cord-271094-utpg9p5u 233 33 SEO SEO NNP cord-271094-utpg9p5u 233 34 ( ( -LRB- cord-271094-utpg9p5u 233 35 C c NN cord-271094-utpg9p5u 233 36 SEO seo NN cord-271094-utpg9p5u 233 37 ) ) -RRB- cord-271094-utpg9p5u 233 38 . . . cord-271094-utpg9p5u 234 1 The the DT cord-271094-utpg9p5u 234 2 relevant relevant JJ cord-271094-utpg9p5u 234 3 costs cost NNS cord-271094-utpg9p5u 234 4 for for IN cord-271094-utpg9p5u 234 5 the the DT cord-271094-utpg9p5u 234 6 company company NN cord-271094-utpg9p5u 234 7 are be VBP cord-271094-utpg9p5u 234 8 the the DT cord-271094-utpg9p5u 234 9 variable variable JJ cord-271094-utpg9p5u 234 10 costs cost NNS cord-271094-utpg9p5u 234 11 ( ( -LRB- cord-271094-utpg9p5u 234 12 explicit explicit JJ cord-271094-utpg9p5u 234 13 or or CC cord-271094-utpg9p5u 234 14 implicit implicit JJ cord-271094-utpg9p5u 234 15 ) ) -RRB- cord-271094-utpg9p5u 234 16 . . . cord-271094-utpg9p5u 235 1 Here here RB cord-271094-utpg9p5u 235 2 , , , cord-271094-utpg9p5u 235 3 in in IN cord-271094-utpg9p5u 235 4 order order NN cord-271094-utpg9p5u 235 5 to to TO cord-271094-utpg9p5u 235 6 readjust readjust VB cord-271094-utpg9p5u 235 7 the the DT cord-271094-utpg9p5u 235 8 marketing marketing NN cord-271094-utpg9p5u 235 9 - - HYPH cord-271094-utpg9p5u 235 10 mix mix NN cord-271094-utpg9p5u 235 11 of of IN cord-271094-utpg9p5u 235 12 grocery grocery NN cord-271094-utpg9p5u 235 13 ecommerce ecommerce NN cord-271094-utpg9p5u 235 14 , , , cord-271094-utpg9p5u 235 15 in in IN cord-271094-utpg9p5u 235 16 particular particular JJ cord-271094-utpg9p5u 235 17 , , , cord-271094-utpg9p5u 235 18 the the DT cord-271094-utpg9p5u 235 19 relevant relevant JJ cord-271094-utpg9p5u 235 20 costs cost NNS cord-271094-utpg9p5u 235 21 are be VBP cord-271094-utpg9p5u 235 22 the the DT cord-271094-utpg9p5u 235 23 variable variable JJ cord-271094-utpg9p5u 235 24 economic economic JJ cord-271094-utpg9p5u 235 25 costs cost NNS cord-271094-utpg9p5u 235 26 of of IN cord-271094-utpg9p5u 235 27 the the DT cord-271094-utpg9p5u 235 28 DIM dim NN cord-271094-utpg9p5u 235 29 : : : cord-271094-utpg9p5u 236 1 Note note VB cord-271094-utpg9p5u 236 2 that that IN cord-271094-utpg9p5u 236 3 a a DT cord-271094-utpg9p5u 236 4 low low JJ cord-271094-utpg9p5u 236 5 average average JJ cord-271094-utpg9p5u 236 6 cost cost NN cord-271094-utpg9p5u 236 7 of of IN cord-271094-utpg9p5u 236 8 either either DT cord-271094-utpg9p5u 236 9 technique technique NN cord-271094-utpg9p5u 236 10 implies imply VBZ cord-271094-utpg9p5u 236 11 a a DT cord-271094-utpg9p5u 236 12 competitive competitive JJ cord-271094-utpg9p5u 236 13 advantage advantage NN cord-271094-utpg9p5u 236 14 for for IN cord-271094-utpg9p5u 236 15 the the DT cord-271094-utpg9p5u 236 16 firm firm NN cord-271094-utpg9p5u 236 17 . . . cord-271094-utpg9p5u 237 1 Fig Fig NNP cord-271094-utpg9p5u 237 2 . . NNP cord-271094-utpg9p5u 237 3 2 2 CD cord-271094-utpg9p5u 237 4 ( ( -LRB- cord-271094-utpg9p5u 237 5 b b NN cord-271094-utpg9p5u 237 6 ) ) -RRB- cord-271094-utpg9p5u 237 7 illustrates illustrate VBZ cord-271094-utpg9p5u 237 8 the the DT cord-271094-utpg9p5u 237 9 relationship relationship NN cord-271094-utpg9p5u 237 10 between between IN cord-271094-utpg9p5u 237 11 visits visit NNS cord-271094-utpg9p5u 237 12 and and CC cord-271094-utpg9p5u 237 13 the the DT cord-271094-utpg9p5u 237 14 corresponding correspond VBG cord-271094-utpg9p5u 237 15 marketing marketing NN cord-271094-utpg9p5u 237 16 costs cost NNS cord-271094-utpg9p5u 237 17 of of IN cord-271094-utpg9p5u 237 18 website website NN cord-271094-utpg9p5u 237 19 traffic traffic NN cord-271094-utpg9p5u 237 20 attraction attraction NN cord-271094-utpg9p5u 237 21 . . . cord-271094-utpg9p5u 238 1 Note note VB cord-271094-utpg9p5u 238 2 that that IN cord-271094-utpg9p5u 238 3 the the DT cord-271094-utpg9p5u 238 4 cost cost NN cord-271094-utpg9p5u 238 5 of of IN cord-271094-utpg9p5u 238 6 generating generate VBG cord-271094-utpg9p5u 238 7 additional additional JJ cord-271094-utpg9p5u 238 8 traffic traffic NN cord-271094-utpg9p5u 238 9 of of IN cord-271094-utpg9p5u 238 10 1 1 CD cord-271094-utpg9p5u 238 11 M M NNP cord-271094-utpg9p5u 238 12 visits visit NNS cord-271094-utpg9p5u 238 13 ( ( -LRB- cord-271094-utpg9p5u 238 14 Marginal marginal JJ cord-271094-utpg9p5u 238 15 cost cost NN cord-271094-utpg9p5u 238 16 , , , cord-271094-utpg9p5u 238 17 MC MC NNP cord-271094-utpg9p5u 238 18 ) ) -RRB- cord-271094-utpg9p5u 238 19 may may MD cord-271094-utpg9p5u 238 20 depend depend VB cord-271094-utpg9p5u 238 21 on on IN cord-271094-utpg9p5u 238 22 the the DT cord-271094-utpg9p5u 238 23 level level NN cord-271094-utpg9p5u 238 24 of of IN cord-271094-utpg9p5u 238 25 the the DT cord-271094-utpg9p5u 238 26 website website NN cord-271094-utpg9p5u 238 27 traffic traffic NN cord-271094-utpg9p5u 238 28 of of IN cord-271094-utpg9p5u 238 29 the the DT cord-271094-utpg9p5u 238 30 firm firm NN cord-271094-utpg9p5u 238 31 as as RB cord-271094-utpg9p5u 238 32 well well RB cord-271094-utpg9p5u 238 33 as as IN cord-271094-utpg9p5u 238 34 on on IN cord-271094-utpg9p5u 238 35 the the DT cord-271094-utpg9p5u 238 36 cost cost NN cord-271094-utpg9p5u 238 37 structure structure NN cord-271094-utpg9p5u 238 38 relative relative JJ cord-271094-utpg9p5u 238 39 to to IN cord-271094-utpg9p5u 238 40 competitors competitor NNS cord-271094-utpg9p5u 238 41 . . . cord-271094-utpg9p5u 239 1 Given give VBN cord-271094-utpg9p5u 239 2 the the DT cord-271094-utpg9p5u 239 3 individual individual JJ cord-271094-utpg9p5u 239 4 conversion conversion NN cord-271094-utpg9p5u 239 5 and and CC cord-271094-utpg9p5u 239 6 cost cost NN cord-271094-utpg9p5u 239 7 structure structure NN cord-271094-utpg9p5u 239 8 of of IN cord-271094-utpg9p5u 239 9 a a DT cord-271094-utpg9p5u 239 10 firm firm NN cord-271094-utpg9p5u 239 11 , , , cord-271094-utpg9p5u 239 12 there there EX cord-271094-utpg9p5u 239 13 is be VBZ cord-271094-utpg9p5u 239 14 no no DT cord-271094-utpg9p5u 239 15 general general JJ cord-271094-utpg9p5u 239 16 rule rule NN cord-271094-utpg9p5u 239 17 but but CC cord-271094-utpg9p5u 239 18 a a DT cord-271094-utpg9p5u 239 19 firm firm JJ cord-271094-utpg9p5u 239 20 specific specific JJ cord-271094-utpg9p5u 239 21 optimality optimality NN cord-271094-utpg9p5u 239 22 condition condition NN cord-271094-utpg9p5u 239 23 , , , cord-271094-utpg9p5u 239 24 determined determine VBN cord-271094-utpg9p5u 239 25 by by IN cord-271094-utpg9p5u 239 26 the the DT cord-271094-utpg9p5u 239 27 marginal marginal JJ cord-271094-utpg9p5u 239 28 cost cost NN cord-271094-utpg9p5u 239 29 and and CC cord-271094-utpg9p5u 239 30 marginal marginal JJ cord-271094-utpg9p5u 239 31 return return NN cord-271094-utpg9p5u 239 32 of of IN cord-271094-utpg9p5u 239 33 additional additional JJ cord-271094-utpg9p5u 239 34 website website NN cord-271094-utpg9p5u 239 35 traffic traffic NN cord-271094-utpg9p5u 239 36 : : : cord-271094-utpg9p5u 239 37 The the DT cord-271094-utpg9p5u 239 38 empirical empirical JJ cord-271094-utpg9p5u 239 39 literature literature NN cord-271094-utpg9p5u 239 40 on on IN cord-271094-utpg9p5u 239 41 evaluating evaluate VBG cord-271094-utpg9p5u 239 42 the the DT cord-271094-utpg9p5u 239 43 operation operation NN cord-271094-utpg9p5u 239 44 of of IN cord-271094-utpg9p5u 239 45 the the DT cord-271094-utpg9p5u 239 46 firm firm NN cord-271094-utpg9p5u 239 47 above above IN cord-271094-utpg9p5u 239 48 minimum minimum JJ cord-271094-utpg9p5u 239 49 costs cost NNS cord-271094-utpg9p5u 239 50 in in IN cord-271094-utpg9p5u 239 51 a a DT cord-271094-utpg9p5u 239 52 Debreu Debreu NNP cord-271094-utpg9p5u 239 53 - - HYPH cord-271094-utpg9p5u 239 54 Farrell Farrell NNP cord-271094-utpg9p5u 239 55 style style NN cord-271094-utpg9p5u 239 56 ( ( -LRB- cord-271094-utpg9p5u 239 57 Green Green NNP cord-271094-utpg9p5u 239 58 , , , cord-271094-utpg9p5u 239 59 2008 2008 CD cord-271094-utpg9p5u 239 60 ) ) -RRB- cord-271094-utpg9p5u 239 61 differentiates differentiate VBZ cord-271094-utpg9p5u 239 62 in in IN cord-271094-utpg9p5u 239 63 technical technical JJ cord-271094-utpg9p5u 239 64 efficiency efficiency NN cord-271094-utpg9p5u 239 65 ( ( -LRB- cord-271094-utpg9p5u 239 66 here here RB cord-271094-utpg9p5u 239 67 : : : cord-271094-utpg9p5u 239 68 conversion conversion NN cord-271094-utpg9p5u 239 69 of of IN cord-271094-utpg9p5u 239 70 visits visit NNS cord-271094-utpg9p5u 239 71 into into IN cord-271094-utpg9p5u 239 72 sales sale NNS cord-271094-utpg9p5u 239 73 ) ) -RRB- cord-271094-utpg9p5u 239 74 and and CC cord-271094-utpg9p5u 239 75 allocative allocative JJ cord-271094-utpg9p5u 239 76 efficiency efficiency NN cord-271094-utpg9p5u 239 77 ( ( -LRB- cord-271094-utpg9p5u 239 78 here here RB cord-271094-utpg9p5u 239 79 : : : cord-271094-utpg9p5u 239 80 misallocation misallocation NN cord-271094-utpg9p5u 239 81 of of IN cord-271094-utpg9p5u 239 82 advertising advertising NN cord-271094-utpg9p5u 239 83 budget budget NN cord-271094-utpg9p5u 239 84 ; ; : cord-271094-utpg9p5u 239 85 i.e. i.e. FW cord-271094-utpg9p5u 239 86 , , , cord-271094-utpg9p5u 239 87 using use VBG cord-271094-utpg9p5u 239 88 SEO SEO NNP cord-271094-utpg9p5u 239 89 and and CC cord-271094-utpg9p5u 239 90 SEM SEM NNP cord-271094-utpg9p5u 239 91 in in IN cord-271094-utpg9p5u 239 92 the the DT cord-271094-utpg9p5u 239 93 wrong wrong JJ cord-271094-utpg9p5u 239 94 proportion proportion NN cord-271094-utpg9p5u 239 95 ) ) -RRB- cord-271094-utpg9p5u 239 96 . . . cord-271094-utpg9p5u 240 1 This this DT cord-271094-utpg9p5u 240 2 approach approach NN cord-271094-utpg9p5u 240 3 requires require VBZ cord-271094-utpg9p5u 240 4 the the DT cord-271094-utpg9p5u 240 5 estimation estimation NN cord-271094-utpg9p5u 240 6 of of IN cord-271094-utpg9p5u 240 7 the the DT cord-271094-utpg9p5u 240 8 process process NN cord-271094-utpg9p5u 240 9 of of IN cord-271094-utpg9p5u 240 10 generating generate VBG cord-271094-utpg9p5u 240 11 sales sale NNS cord-271094-utpg9p5u 240 12 from from IN cord-271094-utpg9p5u 240 13 different different JJ cord-271094-utpg9p5u 240 14 marketing marketing NN cord-271094-utpg9p5u 240 15 techniques technique NNS cord-271094-utpg9p5u 240 16 and and CC cord-271094-utpg9p5u 240 17 the the DT cord-271094-utpg9p5u 240 18 estimation estimation NN cord-271094-utpg9p5u 240 19 of of IN cord-271094-utpg9p5u 240 20 the the DT cord-271094-utpg9p5u 240 21 cost cost NN cord-271094-utpg9p5u 240 22 function function NN cord-271094-utpg9p5u 240 23 . . . cord-271094-utpg9p5u 241 1 At at IN cord-271094-utpg9p5u 241 2 this this DT cord-271094-utpg9p5u 241 3 point point NN cord-271094-utpg9p5u 241 4 , , , cord-271094-utpg9p5u 241 5 we -PRON- PRP cord-271094-utpg9p5u 241 6 acknowledge acknowledge VBP cord-271094-utpg9p5u 241 7 this this DT cord-271094-utpg9p5u 241 8 approach approach NN cord-271094-utpg9p5u 241 9 of of IN cord-271094-utpg9p5u 241 10 empirically empirically RB cord-271094-utpg9p5u 241 11 estimating estimate VBG cord-271094-utpg9p5u 241 12 efficiency efficiency NN cord-271094-utpg9p5u 241 13 in in IN cord-271094-utpg9p5u 241 14 a a DT cord-271094-utpg9p5u 241 15 structural structural JJ cord-271094-utpg9p5u 241 16 way way NN cord-271094-utpg9p5u 241 17 , , , cord-271094-utpg9p5u 241 18 which which WDT cord-271094-utpg9p5u 241 19 inspired inspire VBD cord-271094-utpg9p5u 241 20 our -PRON- PRP$ cord-271094-utpg9p5u 241 21 analytical analytical JJ cord-271094-utpg9p5u 241 22 approach approach NN cord-271094-utpg9p5u 241 23 but but CC cord-271094-utpg9p5u 241 24 is be VBZ cord-271094-utpg9p5u 241 25 not not RB cord-271094-utpg9p5u 241 26 required require VBN cord-271094-utpg9p5u 241 27 here here RB cord-271094-utpg9p5u 241 28 . . . cord-271094-utpg9p5u 242 1 In in IN cord-271094-utpg9p5u 242 2 the the DT cord-271094-utpg9p5u 242 3 interest interest NN cord-271094-utpg9p5u 242 4 of of IN cord-271094-utpg9p5u 242 5 brevity brevity NN cord-271094-utpg9p5u 242 6 , , , cord-271094-utpg9p5u 242 7 we -PRON- PRP cord-271094-utpg9p5u 242 8 abstain abstain VBP cord-271094-utpg9p5u 242 9 from from IN cord-271094-utpg9p5u 242 10 a a DT cord-271094-utpg9p5u 242 11 more more RBR cord-271094-utpg9p5u 242 12 extensive extensive JJ cord-271094-utpg9p5u 242 13 review review NN cord-271094-utpg9p5u 242 14 of of IN cord-271094-utpg9p5u 242 15 this this DT cord-271094-utpg9p5u 242 16 type type NN cord-271094-utpg9p5u 242 17 of of IN cord-271094-utpg9p5u 242 18 analysis analysis NN cord-271094-utpg9p5u 242 19 . . . cord-271094-utpg9p5u 243 1 Instead instead RB cord-271094-utpg9p5u 243 2 , , , cord-271094-utpg9p5u 243 3 given give VBN cord-271094-utpg9p5u 243 4 the the DT cord-271094-utpg9p5u 243 5 availability availability NN cord-271094-utpg9p5u 243 6 of of IN cord-271094-utpg9p5u 243 7 cost cost NN cord-271094-utpg9p5u 243 8 data datum NNS cord-271094-utpg9p5u 243 9 at at IN cord-271094-utpg9p5u 243 10 the the DT cord-271094-utpg9p5u 243 11 disaggregated disaggregated JJ cord-271094-utpg9p5u 243 12 level level NN cord-271094-utpg9p5u 243 13 ( ( -LRB- cord-271094-utpg9p5u 243 14 costs cost NNS cord-271094-utpg9p5u 243 15 for for IN cord-271094-utpg9p5u 243 16 SEO seo NN cord-271094-utpg9p5u 243 17 , , , cord-271094-utpg9p5u 243 18 costs cost NNS cord-271094-utpg9p5u 243 19 for for IN cord-271094-utpg9p5u 243 20 SEM SEM NNP cord-271094-utpg9p5u 243 21 ) ) -RRB- cord-271094-utpg9p5u 243 22 , , , cord-271094-utpg9p5u 243 23 we -PRON- PRP cord-271094-utpg9p5u 243 24 can can MD cord-271094-utpg9p5u 243 25 directly directly RB cord-271094-utpg9p5u 243 26 test test VB cord-271094-utpg9p5u 243 27 the the DT cord-271094-utpg9p5u 243 28 optimality optimality NN cord-271094-utpg9p5u 243 29 condition condition NN cord-271094-utpg9p5u 243 30 . . . cord-271094-utpg9p5u 244 1 Here here RB cord-271094-utpg9p5u 244 2 we -PRON- PRP cord-271094-utpg9p5u 244 3 use use VBP cord-271094-utpg9p5u 244 4 the the DT cord-271094-utpg9p5u 244 5 identifying identify VBG cord-271094-utpg9p5u 244 6 assumption assumption NN cord-271094-utpg9p5u 244 7 that that IN cord-271094-utpg9p5u 244 8 marginal marginal JJ cord-271094-utpg9p5u 244 9 revenues revenue NNS cord-271094-utpg9p5u 244 10 per per IN cord-271094-utpg9p5u 244 11 visit visit NN cord-271094-utpg9p5u 244 12 are be VBP cord-271094-utpg9p5u 244 13 independent independent JJ cord-271094-utpg9p5u 244 14 of of IN cord-271094-utpg9p5u 244 15 the the DT cord-271094-utpg9p5u 244 16 traffic traffic NN cord-271094-utpg9p5u 244 17 source source NN cord-271094-utpg9p5u 244 18 ( ( -LRB- cord-271094-utpg9p5u 244 19 imposed impose VBN cord-271094-utpg9p5u 244 20 by by IN cord-271094-utpg9p5u 244 21 the the DT cord-271094-utpg9p5u 244 22 availability availability NN cord-271094-utpg9p5u 244 23 of of IN cord-271094-utpg9p5u 244 24 sales sale NNS cord-271094-utpg9p5u 244 25 data datum NNS cord-271094-utpg9p5u 244 26 at at IN cord-271094-utpg9p5u 244 27 the the DT cord-271094-utpg9p5u 244 28 annual annual JJ cord-271094-utpg9p5u 244 29 level level NN cord-271094-utpg9p5u 244 30 only only RB cord-271094-utpg9p5u 244 31 ) ) -RRB- cord-271094-utpg9p5u 244 32 . . . cord-271094-utpg9p5u 245 1 The the DT cord-271094-utpg9p5u 245 2 marginal marginal JJ cord-271094-utpg9p5u 245 3 cost cost NN cord-271094-utpg9p5u 245 4 can can MD cord-271094-utpg9p5u 245 5 be be VB cord-271094-utpg9p5u 245 6 calculated calculate VBN cord-271094-utpg9p5u 245 7 directly directly RB cord-271094-utpg9p5u 245 8 from from IN cord-271094-utpg9p5u 245 9 the the DT cord-271094-utpg9p5u 245 10 data datum NNS cord-271094-utpg9p5u 245 11 as as IN cord-271094-utpg9p5u 245 12 the the DT cord-271094-utpg9p5u 245 13 ratio ratio NN cord-271094-utpg9p5u 245 14 of of IN cord-271094-utpg9p5u 245 15 discrete discrete JJ cord-271094-utpg9p5u 245 16 changes change NNS cord-271094-utpg9p5u 245 17 in in IN cord-271094-utpg9p5u 245 18 costs cost NNS cord-271094-utpg9p5u 245 19 and and CC cord-271094-utpg9p5u 245 20 visits visit NNS cord-271094-utpg9p5u 245 21 between between IN cord-271094-utpg9p5u 245 22 the the DT cord-271094-utpg9p5u 245 23 two two CD cord-271094-utpg9p5u 245 24 following follow VBG cord-271094-utpg9p5u 245 25 months month NNS cord-271094-utpg9p5u 245 26 . . . cord-271094-utpg9p5u 246 1 Other other JJ cord-271094-utpg9p5u 246 2 studies study NNS cord-271094-utpg9p5u 246 3 that that WDT cord-271094-utpg9p5u 246 4 use use VBP cord-271094-utpg9p5u 246 5 directly directly RB cord-271094-utpg9p5u 246 6 available available JJ cord-271094-utpg9p5u 246 7 cost cost NN cord-271094-utpg9p5u 246 8 information information NN cord-271094-utpg9p5u 246 9 ( ( -LRB- cord-271094-utpg9p5u 246 10 which which WDT cord-271094-utpg9p5u 246 11 , , , cord-271094-utpg9p5u 246 12 for for IN cord-271094-utpg9p5u 246 13 most most JJS cord-271094-utpg9p5u 246 14 industries industry NNS cord-271094-utpg9p5u 246 15 , , , cord-271094-utpg9p5u 246 16 is be VBZ cord-271094-utpg9p5u 246 17 from from IN cord-271094-utpg9p5u 246 18 their -PRON- PRP$ cord-271094-utpg9p5u 246 19 own own JJ cord-271094-utpg9p5u 246 20 information information NN cord-271094-utpg9p5u 246 21 ) ) -RRB- cord-271094-utpg9p5u 246 22 for for IN cord-271094-utpg9p5u 246 23 statistical statistical JJ cord-271094-utpg9p5u 246 24 testing testing NN cord-271094-utpg9p5u 246 25 or or CC cord-271094-utpg9p5u 246 26 empirical empirical JJ cord-271094-utpg9p5u 246 27 analysis analysis NN cord-271094-utpg9p5u 246 28 come come VBP cord-271094-utpg9p5u 246 29 from from IN cord-271094-utpg9p5u 246 30 the the DT cord-271094-utpg9p5u 246 31 electricity electricity NN cord-271094-utpg9p5u 246 32 industry industry NN cord-271094-utpg9p5u 246 33 , , , cord-271094-utpg9p5u 246 34 and and CC cord-271094-utpg9p5u 246 35 consider consider VB cord-271094-utpg9p5u 246 36 the the DT cord-271094-utpg9p5u 246 37 estimation estimation NN cord-271094-utpg9p5u 246 38 of of IN cord-271094-utpg9p5u 246 39 markup markup NN cord-271094-utpg9p5u 246 40 ( ( -LRB- cord-271094-utpg9p5u 246 41 Wolfram Wolfram NNP cord-271094-utpg9p5u 246 42 , , , cord-271094-utpg9p5u 246 43 1999 1999 CD cord-271094-utpg9p5u 246 44 ) ) -RRB- cord-271094-utpg9p5u 246 45 or or CC cord-271094-utpg9p5u 246 46 the the DT cord-271094-utpg9p5u 246 47 poor poor JJ cord-271094-utpg9p5u 246 48 performance performance NN cord-271094-utpg9p5u 246 49 of of IN cord-271094-utpg9p5u 246 50 NEIO NEIO NNP cord-271094-utpg9p5u 246 51 estimates estimate NNS cord-271094-utpg9p5u 246 52 versus versus IN cord-271094-utpg9p5u 246 53 the the DT cord-271094-utpg9p5u 246 54 use use NN cord-271094-utpg9p5u 246 55 of of IN cord-271094-utpg9p5u 246 56 actual actual JJ cord-271094-utpg9p5u 246 57 marginal marginal JJ cord-271094-utpg9p5u 246 58 costs cost NNS cord-271094-utpg9p5u 246 59 data datum NNS cord-271094-utpg9p5u 246 60 ( ( -LRB- cord-271094-utpg9p5u 246 61 Kim Kim NNP cord-271094-utpg9p5u 246 62 and and CC cord-271094-utpg9p5u 246 63 Knittel Knittel NNP cord-271094-utpg9p5u 246 64 , , , cord-271094-utpg9p5u 246 65 2006 2006 CD cord-271094-utpg9p5u 246 66 ) ) -RRB- cord-271094-utpg9p5u 246 67 . . . cord-271094-utpg9p5u 247 1 The the DT cord-271094-utpg9p5u 247 2 variable variable NN cord-271094-utpg9p5u 247 3 that that WDT cord-271094-utpg9p5u 247 4 measures measure VBZ cord-271094-utpg9p5u 247 5 the the DT cord-271094-utpg9p5u 247 6 discrepancy discrepancy NN cord-271094-utpg9p5u 247 7 from from IN cord-271094-utpg9p5u 247 8 optimality optimality NN cord-271094-utpg9p5u 247 9 is be VBZ cord-271094-utpg9p5u 247 10 calculated calculate VBN cord-271094-utpg9p5u 247 11 for for IN cord-271094-utpg9p5u 247 12 each each DT cord-271094-utpg9p5u 247 13 firm firm NN cord-271094-utpg9p5u 247 14 at at IN cord-271094-utpg9p5u 247 15 a a DT cord-271094-utpg9p5u 247 16 monthly monthly JJ cord-271094-utpg9p5u 247 17 level level NN cord-271094-utpg9p5u 247 18 for for IN cord-271094-utpg9p5u 247 19 72 72 CD cord-271094-utpg9p5u 247 20 periods period NNS cord-271094-utpg9p5u 247 21 . . . cord-271094-utpg9p5u 248 1 We -PRON- PRP cord-271094-utpg9p5u 248 2 investigate investigate VBP cord-271094-utpg9p5u 248 3 this this DT cord-271094-utpg9p5u 248 4 hypothesis hypothesis NN cord-271094-utpg9p5u 248 5 graphically graphically RB cord-271094-utpg9p5u 248 6 and and CC cord-271094-utpg9p5u 248 7 econometrically econometrically RB cord-271094-utpg9p5u 248 8 . . . cord-271094-utpg9p5u 249 1 Time Time NNP cord-271094-utpg9p5u 249 2 series series NN cord-271094-utpg9p5u 249 3 analysis analysis NN cord-271094-utpg9p5u 249 4 is be VBZ cord-271094-utpg9p5u 249 5 used use VBN cord-271094-utpg9p5u 249 6 to to TO cord-271094-utpg9p5u 249 7 check check VB cord-271094-utpg9p5u 249 8 the the DT cord-271094-utpg9p5u 249 9 hypothesis hypothesis NN cord-271094-utpg9p5u 249 10 of of IN cord-271094-utpg9p5u 249 11 optimization optimization NN cord-271094-utpg9p5u 249 12 based base VBN cord-271094-utpg9p5u 249 13 on on IN cord-271094-utpg9p5u 249 14 the the DT cord-271094-utpg9p5u 249 15 discrepancy discrepancy NN cord-271094-utpg9p5u 249 16 from from IN cord-271094-utpg9p5u 249 17 optimization optimization NN cord-271094-utpg9p5u 249 18 as as IN cord-271094-utpg9p5u 249 19 a a DT cord-271094-utpg9p5u 249 20 random random JJ cord-271094-utpg9p5u 249 21 variable variable NN cord-271094-utpg9p5u 249 22 that that WDT cord-271094-utpg9p5u 249 23 should should MD cord-271094-utpg9p5u 249 24 follow follow VB cord-271094-utpg9p5u 249 25 a a DT cord-271094-utpg9p5u 249 26 white white JJ cord-271094-utpg9p5u 249 27 noise noise NN cord-271094-utpg9p5u 249 28 process process NN cord-271094-utpg9p5u 249 29 ( ( -LRB- cord-271094-utpg9p5u 249 30 e.g. e.g. RB cord-271094-utpg9p5u 249 31 , , , cord-271094-utpg9p5u 249 32 Zhang Zhang NNP cord-271094-utpg9p5u 249 33 , , , cord-271094-utpg9p5u 249 34 2016 2016 CD cord-271094-utpg9p5u 249 35 ; ; : cord-271094-utpg9p5u 249 36 Zhang Zhang NNP cord-271094-utpg9p5u 249 37 et et NNP cord-271094-utpg9p5u 249 38 al al NNP cord-271094-utpg9p5u 249 39 . . . cord-271094-utpg9p5u 250 1 , , , cord-271094-utpg9p5u 250 2 2019 2019 CD cord-271094-utpg9p5u 250 3 Note note VB cord-271094-utpg9p5u 250 4 that that IN cord-271094-utpg9p5u 250 5 higher high JJR cord-271094-utpg9p5u 250 6 values value NNS cord-271094-utpg9p5u 250 7 imply imply VBP cord-271094-utpg9p5u 250 8 an an DT cord-271094-utpg9p5u 250 9 inefficient inefficient JJ cord-271094-utpg9p5u 250 10 DIM dim NN cord-271094-utpg9p5u 250 11 - - HYPH cord-271094-utpg9p5u 250 12 mix mix NN cord-271094-utpg9p5u 250 13 while while IN cord-271094-utpg9p5u 250 14 low low JJ cord-271094-utpg9p5u 250 15 values value NNS cord-271094-utpg9p5u 250 16 suggest suggest VBP cord-271094-utpg9p5u 250 17 the the DT cord-271094-utpg9p5u 250 18 firm firm NN cord-271094-utpg9p5u 250 19 operates operate VBZ cord-271094-utpg9p5u 250 20 close close RB cord-271094-utpg9p5u 250 21 to to IN cord-271094-utpg9p5u 250 22 the the DT cord-271094-utpg9p5u 250 23 minimum minimum JJ cord-271094-utpg9p5u 250 24 possible possible JJ cord-271094-utpg9p5u 250 25 DIM dim NN cord-271094-utpg9p5u 250 26 spending spending NN cord-271094-utpg9p5u 250 27 for for IN cord-271094-utpg9p5u 250 28 a a DT cord-271094-utpg9p5u 250 29 given give VBN cord-271094-utpg9p5u 250 30 objective objective NN cord-271094-utpg9p5u 250 31 of of IN cord-271094-utpg9p5u 250 32 website website NN cord-271094-utpg9p5u 250 33 visits visit NNS cord-271094-utpg9p5u 250 34 or or CC cord-271094-utpg9p5u 250 35 sales sale NNS cord-271094-utpg9p5u 250 36 . . . cord-271094-utpg9p5u 251 1 However however RB cord-271094-utpg9p5u 251 2 , , , cord-271094-utpg9p5u 251 3 the the DT cord-271094-utpg9p5u 251 4 absolute absolute JJ cord-271094-utpg9p5u 251 5 discrepancy discrepancy NN cord-271094-utpg9p5u 251 6 from from IN cord-271094-utpg9p5u 251 7 optimality optimality NN cord-271094-utpg9p5u 251 8 does do VBZ cord-271094-utpg9p5u 251 9 n't not RB cord-271094-utpg9p5u 251 10 allow allow VB cord-271094-utpg9p5u 251 11 comparison comparison NN cord-271094-utpg9p5u 251 12 across across IN cord-271094-utpg9p5u 251 13 countries country NNS cord-271094-utpg9p5u 251 14 . . . cord-271094-utpg9p5u 252 1 Hence hence RB cord-271094-utpg9p5u 252 2 , , , cord-271094-utpg9p5u 252 3 in in IN cord-271094-utpg9p5u 252 4 order order NN cord-271094-utpg9p5u 252 5 to to TO cord-271094-utpg9p5u 252 6 make make VB cord-271094-utpg9p5u 252 7 the the DT cord-271094-utpg9p5u 252 8 measure measure NN cord-271094-utpg9p5u 252 9 comparable comparable JJ cord-271094-utpg9p5u 252 10 across across IN cord-271094-utpg9p5u 252 11 firms firm NNS cord-271094-utpg9p5u 252 12 and and CC cord-271094-utpg9p5u 252 13 markets market NNS cord-271094-utpg9p5u 252 14 , , , cord-271094-utpg9p5u 252 15 we -PRON- PRP cord-271094-utpg9p5u 252 16 set set VBD cord-271094-utpg9p5u 252 17 up up RP cord-271094-utpg9p5u 252 18 a a DT cord-271094-utpg9p5u 252 19 DIM dim JJ cord-271094-utpg9p5u 252 20 - - HYPH cord-271094-utpg9p5u 252 21 efficiency efficiency NN cord-271094-utpg9p5u 252 22 measure measure NN cord-271094-utpg9p5u 252 23 , , , cord-271094-utpg9p5u 252 24 reformulating reformulate VBG cord-271094-utpg9p5u 252 25 the the DT cord-271094-utpg9p5u 252 26 discrepancy discrepancy NN cord-271094-utpg9p5u 252 27 from from IN cord-271094-utpg9p5u 252 28 optimality optimality NN cord-271094-utpg9p5u 252 29 in in IN cord-271094-utpg9p5u 252 30 relative relative JJ cord-271094-utpg9p5u 252 31 terms term NNS cord-271094-utpg9p5u 252 32 and and CC cord-271094-utpg9p5u 252 33 normalized normalize VBN cord-271094-utpg9p5u 252 34 as as IN cord-271094-utpg9p5u 252 35 follows follow VBZ cord-271094-utpg9p5u 252 36 : : : cord-271094-utpg9p5u 252 37 A. A. NNP cord-271094-utpg9p5u 252 38 Erdmann Erdmann NNP cord-271094-utpg9p5u 252 39 and and CC cord-271094-utpg9p5u 252 40 J.M. J.M. NNP cord-271094-utpg9p5u 252 41 Ponzoa Ponzoa NNP cord-271094-utpg9p5u 252 42 Technological Technological NNP cord-271094-utpg9p5u 252 43 Forecasting Forecasting NNP cord-271094-utpg9p5u 252 44 & & CC cord-271094-utpg9p5u 252 45 Social Social NNP cord-271094-utpg9p5u 252 46 Change Change NNP cord-271094-utpg9p5u 252 47 162 162 CD cord-271094-utpg9p5u 252 48 ( ( -LRB- cord-271094-utpg9p5u 252 49 2021 2021 CD cord-271094-utpg9p5u 252 50 ) ) -RRB- cord-271094-utpg9p5u 252 51 120373 120373 CD cord-271094-utpg9p5u 252 52 with with IN cord-271094-utpg9p5u 252 53 = = NFP cord-271094-utpg9p5u 253 1 C C NNP cord-271094-utpg9p5u 253 2 UK UK NNP cord-271094-utpg9p5u 254 1 France France NNP cord-271094-utpg9p5u 254 2 Germany Germany NNP cord-271094-utpg9p5u 255 1 Netherlands Netherlands NNP cord-271094-utpg9p5u 255 2 Norway Norway NNP cord-271094-utpg9p5u 255 3 USA USA NNP cord-271094-utpg9p5u 255 4 { { -LRB- cord-271094-utpg9p5u 255 5 , , , cord-271094-utpg9p5u 255 6 , , , cord-271094-utpg9p5u 255 7 , , , cord-271094-utpg9p5u 255 8 , , , cord-271094-utpg9p5u 255 9 , , , cord-271094-utpg9p5u 255 10 } } -RRB- cord-271094-utpg9p5u 255 11 and and CC cord-271094-utpg9p5u 255 12 c c NN cord-271094-utpg9p5u 255 13 C. C. NNP cord-271094-utpg9p5u 255 14 Note Note NNP cord-271094-utpg9p5u 255 15 that that IN cord-271094-utpg9p5u 255 16 this this DT cord-271094-utpg9p5u 255 17 transformation transformation NN cord-271094-utpg9p5u 255 18 of of IN cord-271094-utpg9p5u 255 19 the the DT cord-271094-utpg9p5u 255 20 discrepancy discrepancy NN cord-271094-utpg9p5u 255 21 from from IN cord-271094-utpg9p5u 255 22 optimality optimality NN cord-271094-utpg9p5u 255 23 is be VBZ cord-271094-utpg9p5u 255 24 analogous analogous JJ cord-271094-utpg9p5u 256 1 the the DT cord-271094-utpg9p5u 256 2 error error NN cord-271094-utpg9p5u 256 3 formulation formulation NN cord-271094-utpg9p5u 256 4 in in IN cord-271094-utpg9p5u 256 5 the the DT cord-271094-utpg9p5u 256 6 ordinary ordinary JJ cord-271094-utpg9p5u 256 7 least least JJS cord-271094-utpg9p5u 256 8 square square JJ cord-271094-utpg9p5u 256 9 approach approach NN cord-271094-utpg9p5u 256 10 and and CC cord-271094-utpg9p5u 256 11 has have VBZ cord-271094-utpg9p5u 256 12 been be VBN cord-271094-utpg9p5u 256 13 chosen choose VBN cord-271094-utpg9p5u 256 14 for for IN cord-271094-utpg9p5u 256 15 the the DT cord-271094-utpg9p5u 256 16 following follow VBG cord-271094-utpg9p5u 256 17 properties property NNS cord-271094-utpg9p5u 256 18 : : : cord-271094-utpg9p5u 256 19 I. I. NNP cord-271094-utpg9p5u 256 20 Account Account NNP cord-271094-utpg9p5u 256 21 for for IN cord-271094-utpg9p5u 256 22 the the DT cord-271094-utpg9p5u 256 23 total total JJ cord-271094-utpg9p5u 256 24 deviation deviation NN cord-271094-utpg9p5u 256 25 in in IN cord-271094-utpg9p5u 256 26 a a DT cord-271094-utpg9p5u 256 27 market market NN cord-271094-utpg9p5u 256 28 , , , cord-271094-utpg9p5u 256 29 without without IN cord-271094-utpg9p5u 256 30 positive positive JJ cord-271094-utpg9p5u 256 31 and and CC cord-271094-utpg9p5u 256 32 negative negative JJ cord-271094-utpg9p5u 256 33 deviations deviation NNS cord-271094-utpg9p5u 256 34 compensating compensate VBG cord-271094-utpg9p5u 256 35 each each DT cord-271094-utpg9p5u 256 36 other other JJ cord-271094-utpg9p5u 256 37 . . . cord-271094-utpg9p5u 257 1 II II NNP cord-271094-utpg9p5u 257 2 . . . cord-271094-utpg9p5u 258 1 Relative relative JJ cord-271094-utpg9p5u 258 2 measure measure NN cord-271094-utpg9p5u 258 3 , , , cord-271094-utpg9p5u 258 4 which which WDT cord-271094-utpg9p5u 258 5 allows allow VBZ cord-271094-utpg9p5u 258 6 us -PRON- PRP cord-271094-utpg9p5u 258 7 to to TO cord-271094-utpg9p5u 258 8 rank rank VB cord-271094-utpg9p5u 258 9 firms firm NNS cord-271094-utpg9p5u 258 10 within within IN cord-271094-utpg9p5u 258 11 a a DT cord-271094-utpg9p5u 258 12 country country NN cord-271094-utpg9p5u 258 13 according accord VBG cord-271094-utpg9p5u 258 14 to to IN cord-271094-utpg9p5u 258 15 their -PRON- PRP$ cord-271094-utpg9p5u 258 16 DIM dim NN cord-271094-utpg9p5u 258 17 - - HYPH cord-271094-utpg9p5u 258 18 efficiency efficiency NN cord-271094-utpg9p5u 258 19 . . . cord-271094-utpg9p5u 259 1 III III NNP cord-271094-utpg9p5u 259 2 . . . cord-271094-utpg9p5u 260 1 Normalized normalize VBN cord-271094-utpg9p5u 260 2 metric metric NN cord-271094-utpg9p5u 260 3 within within IN cord-271094-utpg9p5u 260 4 the the DT cord-271094-utpg9p5u 260 5 Interval interval NN cord-271094-utpg9p5u 260 6 [ [ -LRB- cord-271094-utpg9p5u 260 7 0,1 0,1 CD cord-271094-utpg9p5u 260 8 ] ] -RRB- cord-271094-utpg9p5u 260 9 , , , cord-271094-utpg9p5u 260 10 with with IN cord-271094-utpg9p5u 260 11 rd=1 rd=1 NFP cord-271094-utpg9p5u 260 12 implying imply VBG cord-271094-utpg9p5u 260 13 that that IN cord-271094-utpg9p5u 260 14 the the DT cord-271094-utpg9p5u 260 15 firm firm NN cord-271094-utpg9p5u 260 16 operates operate VBZ cord-271094-utpg9p5u 260 17 completely completely RB cord-271094-utpg9p5u 260 18 efficient efficient JJ cord-271094-utpg9p5u 260 19 while while IN cord-271094-utpg9p5u 260 20 rd→0 rd→0 NNP cord-271094-utpg9p5u 260 21 implies imply VBZ cord-271094-utpg9p5u 260 22 a a DT cord-271094-utpg9p5u 260 23 misallocation misallocation NN cord-271094-utpg9p5u 260 24 of of IN cord-271094-utpg9p5u 260 25 DIM dim JJ cord-271094-utpg9p5u 260 26 effort effort NN cord-271094-utpg9p5u 260 27 , , , cord-271094-utpg9p5u 260 28 which which WDT cord-271094-utpg9p5u 260 29 is be VBZ cord-271094-utpg9p5u 260 30 a a DT cord-271094-utpg9p5u 260 31 waste waste NN cord-271094-utpg9p5u 260 32 of of IN cord-271094-utpg9p5u 260 33 the the DT cord-271094-utpg9p5u 260 34 advertising advertising NN cord-271094-utpg9p5u 260 35 budget budget NN cord-271094-utpg9p5u 260 36 . . . cord-271094-utpg9p5u 261 1 Apart apart RB cord-271094-utpg9p5u 261 2 from from IN cord-271094-utpg9p5u 261 3 the the DT cord-271094-utpg9p5u 261 4 presented present VBN cord-271094-utpg9p5u 261 5 measures measure NNS cord-271094-utpg9p5u 261 6 of of IN cord-271094-utpg9p5u 261 7 DIM dim NN cord-271094-utpg9p5u 261 8 - - HYPH cord-271094-utpg9p5u 261 9 efficiency efficiency NN cord-271094-utpg9p5u 261 10 , , , cord-271094-utpg9p5u 261 11 we -PRON- PRP cord-271094-utpg9p5u 261 12 consider consider VBP cord-271094-utpg9p5u 261 13 average average JJ cord-271094-utpg9p5u 261 14 KPIs kpi NNS cord-271094-utpg9p5u 261 15 in in IN cord-271094-utpg9p5u 261 16 terms term NNS cord-271094-utpg9p5u 261 17 of of IN cord-271094-utpg9p5u 261 18 average average JJ cord-271094-utpg9p5u 261 19 costs cost NNS cord-271094-utpg9p5u 261 20 per per IN cord-271094-utpg9p5u 261 21 visit visit NN cord-271094-utpg9p5u 261 22 ( ( -LRB- cord-271094-utpg9p5u 261 23 ACPV ACPV NNP cord-271094-utpg9p5u 261 24 ) ) -RRB- cord-271094-utpg9p5u 261 25 and and CC cord-271094-utpg9p5u 261 26 average average JJ cord-271094-utpg9p5u 261 27 sales sale NNS cord-271094-utpg9p5u 261 28 per per IN cord-271094-utpg9p5u 261 29 visit visit NN cord-271094-utpg9p5u 261 30 ( ( -LRB- cord-271094-utpg9p5u 261 31 ASPV ASPV NNP cord-271094-utpg9p5u 261 32 ) ) -RRB- cord-271094-utpg9p5u 261 33 , , , cord-271094-utpg9p5u 261 34 measuring measure VBG cord-271094-utpg9p5u 261 35 potential potential JJ cord-271094-utpg9p5u 261 36 cost cost NN cord-271094-utpg9p5u 261 37 advantage advantage NN cord-271094-utpg9p5u 261 38 and and CC cord-271094-utpg9p5u 261 39 advantage advantage NN cord-271094-utpg9p5u 261 40 in in IN cord-271094-utpg9p5u 261 41 conversion conversion NN cord-271094-utpg9p5u 261 42 technology technology NN cord-271094-utpg9p5u 261 43 , , , cord-271094-utpg9p5u 261 44 respectively respectively RB cord-271094-utpg9p5u 261 45 . . . cord-271094-utpg9p5u 262 1 Finally finally RB cord-271094-utpg9p5u 262 2 , , , cord-271094-utpg9p5u 262 3 we -PRON- PRP cord-271094-utpg9p5u 262 4 analyze analyze VBP cord-271094-utpg9p5u 262 5 the the DT cord-271094-utpg9p5u 262 6 positioning positioning NN cord-271094-utpg9p5u 262 7 of of IN cord-271094-utpg9p5u 262 8 the the DT cord-271094-utpg9p5u 262 9 firms firm NNS cord-271094-utpg9p5u 262 10 given give VBN cord-271094-utpg9p5u 262 11 these these DT cord-271094-utpg9p5u 262 12 metrics metric NNS cord-271094-utpg9p5u 262 13 in in IN cord-271094-utpg9p5u 262 14 national national JJ cord-271094-utpg9p5u 262 15 and and CC cord-271094-utpg9p5u 262 16 global global JJ cord-271094-utpg9p5u 262 17 contexts context NNS cord-271094-utpg9p5u 262 18 . . . cord-271094-utpg9p5u 263 1 First first RB cord-271094-utpg9p5u 263 2 , , , cord-271094-utpg9p5u 263 3 we -PRON- PRP cord-271094-utpg9p5u 263 4 consider consider VBP cord-271094-utpg9p5u 263 5 the the DT cord-271094-utpg9p5u 263 6 efficacy efficacy NN cord-271094-utpg9p5u 263 7 in in IN cord-271094-utpg9p5u 263 8 terms term NNS cord-271094-utpg9p5u 263 9 of of IN cord-271094-utpg9p5u 263 10 the the DT cord-271094-utpg9p5u 263 11 technical technical JJ cord-271094-utpg9p5u 263 12 ability ability NN cord-271094-utpg9p5u 263 13 of of IN cord-271094-utpg9p5u 263 14 firms firm NNS cord-271094-utpg9p5u 263 15 to to TO cord-271094-utpg9p5u 263 16 generate generate VB cord-271094-utpg9p5u 263 17 sales sale NNS cord-271094-utpg9p5u 263 18 and and CC cord-271094-utpg9p5u 263 19 the the DT cord-271094-utpg9p5u 263 20 associated associated JJ cord-271094-utpg9p5u 263 21 costs cost VBZ cord-271094-utpg9p5u 263 22 on on IN cord-271094-utpg9p5u 263 23 a a DT cord-271094-utpg9p5u 263 24 visit visit NN cord-271094-utpg9p5u 263 25 - - HYPH cord-271094-utpg9p5u 263 26 by by IN cord-271094-utpg9p5u 263 27 - - HYPH cord-271094-utpg9p5u 263 28 visit visit NN cord-271094-utpg9p5u 263 29 basis basis NN cord-271094-utpg9p5u 263 30 to to IN cord-271094-utpg9p5u 263 31 the the DT cord-271094-utpg9p5u 263 32 website website NN cord-271094-utpg9p5u 263 33 . . . cord-271094-utpg9p5u 264 1 Appendix Appendix NNP cord-271094-utpg9p5u 264 2 A a DT cord-271094-utpg9p5u 264 3 provides provide VBZ cord-271094-utpg9p5u 264 4 the the DT cord-271094-utpg9p5u 264 5 graphical graphical JJ cord-271094-utpg9p5u 264 6 representation representation NN cord-271094-utpg9p5u 264 7 of of IN cord-271094-utpg9p5u 264 8 an an DT cord-271094-utpg9p5u 264 9 estimated estimate VBN cord-271094-utpg9p5u 264 10 visits visit NNS cord-271094-utpg9p5u 264 11 - - HYPH cord-271094-utpg9p5u 264 12 sales sale NNS cord-271094-utpg9p5u 264 13 relationship relationship NN cord-271094-utpg9p5u 264 14 that that WDT cord-271094-utpg9p5u 264 15 captures capture VBZ cord-271094-utpg9p5u 264 16 the the DT cord-271094-utpg9p5u 264 17 company company NN cord-271094-utpg9p5u 264 18 's 's POS cord-271094-utpg9p5u 264 19 conversion conversion NN cord-271094-utpg9p5u 264 20 technology technology NN cord-271094-utpg9p5u 264 21 and and CC cord-271094-utpg9p5u 264 22 the the DT cord-271094-utpg9p5u 264 23 cost cost NN cord-271094-utpg9p5u 264 24 structure structure NN cord-271094-utpg9p5u 264 25 in in IN cord-271094-utpg9p5u 264 26 terms term NNS cord-271094-utpg9p5u 264 27 of of IN cord-271094-utpg9p5u 264 28 the the DT cord-271094-utpg9p5u 264 29 relationship relationship NN cord-271094-utpg9p5u 264 30 visits visit NNS cord-271094-utpg9p5u 264 31 -DIM -DIM VBZ cord-271094-utpg9p5u 264 32 costs cost NNS cord-271094-utpg9p5u 264 33 at at IN cord-271094-utpg9p5u 264 34 the the DT cord-271094-utpg9p5u 264 35 country country NN cord-271094-utpg9p5u 264 36 and and CC cord-271094-utpg9p5u 264 37 company company NN cord-271094-utpg9p5u 264 38 levels level NNS cord-271094-utpg9p5u 264 39 . . . cord-271094-utpg9p5u 265 1 Note note VB cord-271094-utpg9p5u 265 2 that that IN cord-271094-utpg9p5u 265 3 the the DT cord-271094-utpg9p5u 265 4 positive positive JJ cord-271094-utpg9p5u 265 5 relationship relationship NN cord-271094-utpg9p5u 265 6 between between IN cord-271094-utpg9p5u 265 7 online online JJ cord-271094-utpg9p5u 265 8 sales sale NNS cord-271094-utpg9p5u 265 9 and and CC cord-271094-utpg9p5u 265 10 website website NN cord-271094-utpg9p5u 265 11 visits visit NNS cord-271094-utpg9p5u 265 12 , , , cord-271094-utpg9p5u 265 13 as as RB cord-271094-utpg9p5u 265 14 well well RB cord-271094-utpg9p5u 265 15 as as IN cord-271094-utpg9p5u 265 16 variable variable JJ cord-271094-utpg9p5u 265 17 DIM dim NN cord-271094-utpg9p5u 265 18 costs cost NNS cord-271094-utpg9p5u 265 19 and and CC cord-271094-utpg9p5u 265 20 website website NN cord-271094-utpg9p5u 265 21 visits visit NNS cord-271094-utpg9p5u 265 22 , , , cord-271094-utpg9p5u 265 23 is be VBZ cord-271094-utpg9p5u 265 24 in in IN cord-271094-utpg9p5u 265 25 line line NN cord-271094-utpg9p5u 265 26 with with IN cord-271094-utpg9p5u 265 27 the the DT cord-271094-utpg9p5u 265 28 model model NN cord-271094-utpg9p5u 265 29 assumptions assumption NNS cord-271094-utpg9p5u 265 30 ( ( -LRB- cord-271094-utpg9p5u 265 31 Fig Fig NNP cord-271094-utpg9p5u 265 32 . . NNP cord-271094-utpg9p5u 265 33 2 2 CD cord-271094-utpg9p5u 265 34 ) ) -RRB- cord-271094-utpg9p5u 265 35 . . . cord-271094-utpg9p5u 266 1 Moreover moreover RB cord-271094-utpg9p5u 266 2 , , , cord-271094-utpg9p5u 266 3 many many JJ cord-271094-utpg9p5u 266 4 of of IN cord-271094-utpg9p5u 266 5 the the DT cord-271094-utpg9p5u 266 6 firms firm NNS cord-271094-utpg9p5u 266 7 show show VBP cord-271094-utpg9p5u 266 8 a a DT cord-271094-utpg9p5u 266 9 concave concave JJ cord-271094-utpg9p5u 266 10 sales sale NNS cord-271094-utpg9p5u 266 11 function function NN cord-271094-utpg9p5u 266 12 , , , cord-271094-utpg9p5u 266 13 suggesting suggest VBG cord-271094-utpg9p5u 266 14 a a DT cord-271094-utpg9p5u 266 15 diminishing diminish VBG cord-271094-utpg9p5u 266 16 conversion conversion NN cord-271094-utpg9p5u 266 17 rate rate NN cord-271094-utpg9p5u 266 18 as as IN cord-271094-utpg9p5u 266 19 website website NN cord-271094-utpg9p5u 266 20 visits visit NNS cord-271094-utpg9p5u 266 21 increase increase VBP cord-271094-utpg9p5u 266 22 . . . cord-271094-utpg9p5u 267 1 Table table NN cord-271094-utpg9p5u 267 2 3 3 CD cord-271094-utpg9p5u 267 3 presents present VBZ cord-271094-utpg9p5u 267 4 the the DT cord-271094-utpg9p5u 267 5 DIM dim JJ cord-271094-utpg9p5u 267 6 - - HYPH cord-271094-utpg9p5u 267 7 efficiency efficiency NN cord-271094-utpg9p5u 267 8 measures measure NNS cord-271094-utpg9p5u 267 9 based base VBN cord-271094-utpg9p5u 267 10 on on IN cord-271094-utpg9p5u 267 11 the the DT cord-271094-utpg9p5u 267 12 adapted adapt VBN cord-271094-utpg9p5u 267 13 Dorfman Dorfman NNP cord-271094-utpg9p5u 267 14 - - HYPH cord-271094-utpg9p5u 267 15 Steiner Steiner NNP cord-271094-utpg9p5u 267 16 approach approach NN cord-271094-utpg9p5u 267 17 , , , cord-271094-utpg9p5u 267 18 as as RB cord-271094-utpg9p5u 267 19 well well RB cord-271094-utpg9p5u 267 20 as as IN cord-271094-utpg9p5u 267 21 average average JJ cord-271094-utpg9p5u 267 22 revenues revenue NNS cord-271094-utpg9p5u 267 23 per per IN cord-271094-utpg9p5u 267 24 visit visit NN cord-271094-utpg9p5u 267 25 ( ( -LRB- cord-271094-utpg9p5u 267 26 ARPV ARPV NNP cord-271094-utpg9p5u 267 27 ) ) -RRB- cord-271094-utpg9p5u 267 28 and and CC cord-271094-utpg9p5u 267 29 average average JJ cord-271094-utpg9p5u 267 30 costs cost NNS cord-271094-utpg9p5u 267 31 per per IN cord-271094-utpg9p5u 267 32 visit visit NN cord-271094-utpg9p5u 267 33 ( ( -LRB- cord-271094-utpg9p5u 267 34 ACPV ACPV NNP cord-271094-utpg9p5u 267 35 SEO SEO NNP cord-271094-utpg9p5u 267 36 and and CC cord-271094-utpg9p5u 267 37 ACPV ACPV NNP cord-271094-utpg9p5u 267 38 SEM SEM NNP cord-271094-utpg9p5u 267 39 ) ) -RRB- cord-271094-utpg9p5u 267 40 . . . cord-271094-utpg9p5u 268 1 The the DT cord-271094-utpg9p5u 268 2 data datum NNS cord-271094-utpg9p5u 268 3 are be VBP cord-271094-utpg9p5u 268 4 reported report VBN cord-271094-utpg9p5u 268 5 for for IN cord-271094-utpg9p5u 268 6 2018 2018 CD cord-271094-utpg9p5u 268 7 , , , cord-271094-utpg9p5u 268 8 as as IN cord-271094-utpg9p5u 268 9 the the DT cord-271094-utpg9p5u 268 10 latest late JJS cord-271094-utpg9p5u 268 11 available available JJ cord-271094-utpg9p5u 268 12 complete complete JJ cord-271094-utpg9p5u 268 13 data datum NNS cord-271094-utpg9p5u 268 14 for for IN cord-271094-utpg9p5u 268 15 sales sale NNS cord-271094-utpg9p5u 268 16 and and CC cord-271094-utpg9p5u 268 17 search search NN cord-271094-utpg9p5u 268 18 traffic traffic NN cord-271094-utpg9p5u 268 19 with with IN cord-271094-utpg9p5u 268 20 the the DT cord-271094-utpg9p5u 268 21 associated associate VBN cord-271094-utpg9p5u 268 22 costs cost NNS cord-271094-utpg9p5u 268 23 , , , cord-271094-utpg9p5u 268 24 with with IN cord-271094-utpg9p5u 268 25 the the DT cord-271094-utpg9p5u 268 26 purpose purpose NN cord-271094-utpg9p5u 268 27 of of IN cord-271094-utpg9p5u 268 28 a a DT cord-271094-utpg9p5u 268 29 descriptive descriptive JJ cord-271094-utpg9p5u 268 30 comparison comparison NN cord-271094-utpg9p5u 268 31 of of IN cord-271094-utpg9p5u 268 32 the the DT cord-271094-utpg9p5u 268 33 state state NN cord-271094-utpg9p5u 268 34 of of IN cord-271094-utpg9p5u 268 35 the the DT cord-271094-utpg9p5u 268 36 market market NN cord-271094-utpg9p5u 268 37 leaders leader NNS cord-271094-utpg9p5u 268 38 ( ( -LRB- cord-271094-utpg9p5u 268 39 the the DT cord-271094-utpg9p5u 268 40 relation relation NN cord-271094-utpg9p5u 268 41 holds hold VBZ cord-271094-utpg9p5u 268 42 in in IN cord-271094-utpg9p5u 268 43 a a DT cord-271094-utpg9p5u 268 44 similar similar JJ cord-271094-utpg9p5u 268 45 way way NN cord-271094-utpg9p5u 268 46 for for IN cord-271094-utpg9p5u 268 47 previous previous JJ cord-271094-utpg9p5u 268 48 years year NNS cord-271094-utpg9p5u 268 49 ) ) -RRB- cord-271094-utpg9p5u 268 50 . . . cord-271094-utpg9p5u 269 1 Three three CD cord-271094-utpg9p5u 269 2 interesting interesting JJ cord-271094-utpg9p5u 269 3 observations observation NNS cord-271094-utpg9p5u 269 4 are be VBP cord-271094-utpg9p5u 269 5 apparent apparent JJ cord-271094-utpg9p5u 269 6 : : : cord-271094-utpg9p5u 269 7 I. i. NN cord-271094-utpg9p5u 270 1 The the DT cord-271094-utpg9p5u 270 2 pure pure JJ cord-271094-utpg9p5u 270 3 player player NN cord-271094-utpg9p5u 270 4 shows show VBZ cord-271094-utpg9p5u 270 5 the the DT cord-271094-utpg9p5u 270 6 highest high JJS cord-271094-utpg9p5u 270 7 DIM dim NN cord-271094-utpg9p5u 270 8 - - HYPH cord-271094-utpg9p5u 270 9 efficiency efficiency NN cord-271094-utpg9p5u 270 10 in in IN cord-271094-utpg9p5u 270 11 almost almost RB cord-271094-utpg9p5u 270 12 all all DT cord-271094-utpg9p5u 270 13 considered consider VBN cord-271094-utpg9p5u 270 14 countries country NNS cord-271094-utpg9p5u 270 15 . . . cord-271094-utpg9p5u 271 1 II II NNP cord-271094-utpg9p5u 271 2 . . . cord-271094-utpg9p5u 272 1 The the DT cord-271094-utpg9p5u 272 2 existence existence NN cord-271094-utpg9p5u 272 3 of of IN cord-271094-utpg9p5u 272 4 differences difference NNS cord-271094-utpg9p5u 272 5 across across IN cord-271094-utpg9p5u 272 6 countries country NNS cord-271094-utpg9p5u 272 7 in in IN cord-271094-utpg9p5u 272 8 the the DT cord-271094-utpg9p5u 272 9 level level NN cord-271094-utpg9p5u 272 10 of of IN cord-271094-utpg9p5u 272 11 DIMefficiency dimefficiency NN cord-271094-utpg9p5u 272 12 . . . cord-271094-utpg9p5u 273 1 UK UK NNP cord-271094-utpg9p5u 273 2 grocery grocery NN cord-271094-utpg9p5u 273 3 e e NN cord-271094-utpg9p5u 273 4 - - NN cord-271094-utpg9p5u 273 5 commerce commerce NN cord-271094-utpg9p5u 273 6 retailers retailer NNS cord-271094-utpg9p5u 273 7 optimize optimize VBP cord-271094-utpg9p5u 273 8 the the DT cord-271094-utpg9p5u 273 9 DIM dim NN cord-271094-utpg9p5u 273 10 - - HYPH cord-271094-utpg9p5u 273 11 mix mix NN cord-271094-utpg9p5u 273 12 , , , cord-271094-utpg9p5u 273 13 minimizing minimize VBG cord-271094-utpg9p5u 273 14 the the DT cord-271094-utpg9p5u 273 15 advertising advertising NN cord-271094-utpg9p5u 273 16 budget budget NN cord-271094-utpg9p5u 273 17 , , , cord-271094-utpg9p5u 273 18 which which WDT cord-271094-utpg9p5u 273 19 is be VBZ cord-271094-utpg9p5u 273 20 in in IN cord-271094-utpg9p5u 273 21 line line NN cord-271094-utpg9p5u 273 22 with with IN cord-271094-utpg9p5u 273 23 the the DT cord-271094-utpg9p5u 273 24 model model NN cord-271094-utpg9p5u 273 25 . . . cord-271094-utpg9p5u 274 1 Likewise likewise RB cord-271094-utpg9p5u 274 2 , , , cord-271094-utpg9p5u 274 3 US US NNP cord-271094-utpg9p5u 274 4 firms firm NNS cord-271094-utpg9p5u 274 5 show show VBP cord-271094-utpg9p5u 274 6 a a DT cord-271094-utpg9p5u 274 7 high high JJ cord-271094-utpg9p5u 274 8 level level NN cord-271094-utpg9p5u 274 9 of of IN cord-271094-utpg9p5u 274 10 optimal optimal JJ cord-271094-utpg9p5u 274 11 resource resource NN cord-271094-utpg9p5u 274 12 allocation allocation NN cord-271094-utpg9p5u 274 13 . . . cord-271094-utpg9p5u 275 1 III III NNP cord-271094-utpg9p5u 275 2 . . . cord-271094-utpg9p5u 276 1 The the DT cord-271094-utpg9p5u 276 2 cost cost NN cord-271094-utpg9p5u 276 3 advantage advantage NN cord-271094-utpg9p5u 276 4 in in IN cord-271094-utpg9p5u 276 5 SEO seo NN cord-271094-utpg9p5u 276 6 in in IN cord-271094-utpg9p5u 276 7 terms term NNS cord-271094-utpg9p5u 276 8 of of IN cord-271094-utpg9p5u 276 9 average average JJ cord-271094-utpg9p5u 276 10 DIM dim NN cord-271094-utpg9p5u 276 11 - - HYPH cord-271094-utpg9p5u 276 12 costs cost NNS cord-271094-utpg9p5u 276 13 per per IN cord-271094-utpg9p5u 276 14 visit visit NN cord-271094-utpg9p5u 276 15 is be VBZ cord-271094-utpg9p5u 276 16 , , , cord-271094-utpg9p5u 276 17 in in IN cord-271094-utpg9p5u 276 18 general general JJ cord-271094-utpg9p5u 276 19 , , , cord-271094-utpg9p5u 276 20 held hold VBN cord-271094-utpg9p5u 276 21 by by IN cord-271094-utpg9p5u 276 22 the the DT cord-271094-utpg9p5u 276 23 national national JJ cord-271094-utpg9p5u 276 24 market market NN cord-271094-utpg9p5u 276 25 leader leader NN cord-271094-utpg9p5u 276 26 in in IN cord-271094-utpg9p5u 276 27 grocery grocery NN cord-271094-utpg9p5u 276 28 e e NNP cord-271094-utpg9p5u 276 29 - - NN cord-271094-utpg9p5u 276 30 commerce commerce NN cord-271094-utpg9p5u 276 31 . . . cord-271094-utpg9p5u 277 1 There there EX cord-271094-utpg9p5u 277 2 is be VBZ cord-271094-utpg9p5u 277 3 no no DT cord-271094-utpg9p5u 277 4 clear clear JJ cord-271094-utpg9p5u 277 5 ranking ranking NN cord-271094-utpg9p5u 277 6 detected detect VBN cord-271094-utpg9p5u 277 7 for for IN cord-271094-utpg9p5u 277 8 SEM SEM NNP cord-271094-utpg9p5u 277 9 costs cost NNS cord-271094-utpg9p5u 277 10 . . . cord-271094-utpg9p5u 278 1 In in IN cord-271094-utpg9p5u 278 2 the the DT cord-271094-utpg9p5u 278 3 econometric econometric JJ cord-271094-utpg9p5u 278 4 analysis analysis NN cord-271094-utpg9p5u 278 5 , , , cord-271094-utpg9p5u 278 6 we -PRON- PRP cord-271094-utpg9p5u 278 7 consider consider VBP cord-271094-utpg9p5u 278 8 the the DT cord-271094-utpg9p5u 278 9 time time NN cord-271094-utpg9p5u 278 10 series series NN cord-271094-utpg9p5u 278 11 of of IN cord-271094-utpg9p5u 278 12 a a DT cord-271094-utpg9p5u 278 13 firm firm NN cord-271094-utpg9p5u 278 14 's 's POS cord-271094-utpg9p5u 278 15 discrepancy discrepancy NN cord-271094-utpg9p5u 278 16 from from IN cord-271094-utpg9p5u 278 17 the the DT cord-271094-utpg9p5u 278 18 optimal optimal JJ cord-271094-utpg9p5u 278 19 marketing marketing NN cord-271094-utpg9p5u 278 20 budget budget NN cord-271094-utpg9p5u 278 21 for for IN cord-271094-utpg9p5u 278 22 SEO SEO NNP cord-271094-utpg9p5u 278 23 and and CC cord-271094-utpg9p5u 278 24 SEM SEM NNP cord-271094-utpg9p5u 278 25 activities activity NNS cord-271094-utpg9p5u 278 26 and and CC cord-271094-utpg9p5u 278 27 test test VBP cord-271094-utpg9p5u 278 28 whether whether IN cord-271094-utpg9p5u 278 29 the the DT cord-271094-utpg9p5u 278 30 observed observed JJ cord-271094-utpg9p5u 278 31 firm firm JJ cord-271094-utpg9p5u 278 32 behavior behavior NN cord-271094-utpg9p5u 278 33 is be VBZ cord-271094-utpg9p5u 278 34 in in IN cord-271094-utpg9p5u 278 35 line line NN cord-271094-utpg9p5u 278 36 with with IN cord-271094-utpg9p5u 278 37 the the DT cord-271094-utpg9p5u 278 38 proposed propose VBN cord-271094-utpg9p5u 278 39 model model NN cord-271094-utpg9p5u 278 40 . . . cord-271094-utpg9p5u 279 1 Appendix Appendix NNP cord-271094-utpg9p5u 279 2 B B NNP cord-271094-utpg9p5u 279 3 ( ( -LRB- cord-271094-utpg9p5u 279 4 left left JJ cord-271094-utpg9p5u 279 5 column column NN cord-271094-utpg9p5u 279 6 ) ) -RRB- cord-271094-utpg9p5u 279 7 plots plot VBZ cord-271094-utpg9p5u 279 8 the the DT cord-271094-utpg9p5u 279 9 evolution evolution NN cord-271094-utpg9p5u 279 10 of of IN cord-271094-utpg9p5u 279 11 the the DT cord-271094-utpg9p5u 279 12 absolute absolute JJ cord-271094-utpg9p5u 279 13 measure measure NN cord-271094-utpg9p5u 279 14 of of IN cord-271094-utpg9p5u 279 15 DIM dim JJ cord-271094-utpg9p5u 279 16 - - HYPH cord-271094-utpg9p5u 279 17 efficiency efficiency NN cord-271094-utpg9p5u 279 18 by by IN cord-271094-utpg9p5u 279 19 country country NN cord-271094-utpg9p5u 279 20 and and CC cord-271094-utpg9p5u 279 21 firm firm NN cord-271094-utpg9p5u 279 22 . . . cord-271094-utpg9p5u 280 1 The the DT cord-271094-utpg9p5u 280 2 ADF ADF NNP cord-271094-utpg9p5u 280 3 test test NN cord-271094-utpg9p5u 280 4 suggests suggest VBZ cord-271094-utpg9p5u 280 5 the the DT cord-271094-utpg9p5u 280 6 discrepancy discrepancy NN cord-271094-utpg9p5u 280 7 from from IN cord-271094-utpg9p5u 280 8 the the DT cord-271094-utpg9p5u 280 9 optimality optimality NN cord-271094-utpg9p5u 280 10 condition condition NN cord-271094-utpg9p5u 280 11 is be VBZ cord-271094-utpg9p5u 280 12 a a DT cord-271094-utpg9p5u 280 13 stationary stationary JJ cord-271094-utpg9p5u 280 14 , , , cord-271094-utpg9p5u 280 15 random random JJ cord-271094-utpg9p5u 280 16 variable variable NN cord-271094-utpg9p5u 280 17 with with IN cord-271094-utpg9p5u 280 18 an an DT cord-271094-utpg9p5u 280 19 expected expect VBN cord-271094-utpg9p5u 280 20 value value NN cord-271094-utpg9p5u 280 21 close close RB cord-271094-utpg9p5u 280 22 to to IN cord-271094-utpg9p5u 280 23 optimality optimality NN cord-271094-utpg9p5u 280 24 . . . cord-271094-utpg9p5u 281 1 Further further RB cord-271094-utpg9p5u 281 2 , , , cord-271094-utpg9p5u 281 3 the the DT cord-271094-utpg9p5u 281 4 correlogram correlogram NNP cord-271094-utpg9p5u 281 5 and and CC cord-271094-utpg9p5u 281 6 Ljung Ljung NNP cord-271094-utpg9p5u 281 7 Box Box NNP cord-271094-utpg9p5u 281 8 test test NN cord-271094-utpg9p5u 281 9 do do VBP cord-271094-utpg9p5u 281 10 not not RB cord-271094-utpg9p5u 281 11 allow allow VB cord-271094-utpg9p5u 281 12 us -PRON- PRP cord-271094-utpg9p5u 281 13 to to TO cord-271094-utpg9p5u 281 14 reject reject VB cord-271094-utpg9p5u 281 15 the the DT cord-271094-utpg9p5u 281 16 hypothesis hypothesis NN cord-271094-utpg9p5u 281 17 of of IN cord-271094-utpg9p5u 281 18 independence independence NN cord-271094-utpg9p5u 281 19 ( ( -LRB- cord-271094-utpg9p5u 281 20 no no DT cord-271094-utpg9p5u 281 21 autocorrelation autocorrelation NN cord-271094-utpg9p5u 281 22 ) ) -RRB- cord-271094-utpg9p5u 281 23 of of IN cord-271094-utpg9p5u 281 24 meeting meet VBG cord-271094-utpg9p5u 281 25 the the DT cord-271094-utpg9p5u 281 26 condition condition NN cord-271094-utpg9p5u 281 27 each each DT cord-271094-utpg9p5u 281 28 period period NN cord-271094-utpg9p5u 281 29 . . . cord-271094-utpg9p5u 282 1 Hence hence RB cord-271094-utpg9p5u 282 2 , , , cord-271094-utpg9p5u 282 3 our -PRON- PRP$ cord-271094-utpg9p5u 282 4 hypothesis hypothesis NN cord-271094-utpg9p5u 282 5 has have VBZ cord-271094-utpg9p5u 282 6 been be VBN cord-271094-utpg9p5u 282 7 confirmed confirm VBN cord-271094-utpg9p5u 282 8 , , , cord-271094-utpg9p5u 282 9 that that RB cord-271094-utpg9p5u 282 10 is is RB cord-271094-utpg9p5u 282 11 , , , cord-271094-utpg9p5u 282 12 the the DT cord-271094-utpg9p5u 282 13 observed observed JJ cord-271094-utpg9p5u 282 14 firm firm JJ cord-271094-utpg9p5u 282 15 behavior behavior NN cord-271094-utpg9p5u 282 16 is be VBZ cord-271094-utpg9p5u 282 17 in in IN cord-271094-utpg9p5u 282 18 line line NN cord-271094-utpg9p5u 282 19 with with IN cord-271094-utpg9p5u 282 20 the the DT cord-271094-utpg9p5u 282 21 adapted adapt VBN cord-271094-utpg9p5u 282 22 Dorfman Dorfman NNP cord-271094-utpg9p5u 282 23 - - HYPH cord-271094-utpg9p5u 282 24 Steiner Steiner NNP cord-271094-utpg9p5u 282 25 model model NN cord-271094-utpg9p5u 282 26 , , , cord-271094-utpg9p5u 282 27 with with IN cord-271094-utpg9p5u 282 28 fluctuations fluctuation NNS cord-271094-utpg9p5u 282 29 around around IN cord-271094-utpg9p5u 282 30 the the DT cord-271094-utpg9p5u 282 31 optimal optimal JJ cord-271094-utpg9p5u 282 32 value value NN cord-271094-utpg9p5u 282 33 in in IN cord-271094-utpg9p5u 282 34 DIM dim NN cord-271094-utpg9p5u 282 35 adjustment adjustment NN cord-271094-utpg9p5u 282 36 . . . cord-271094-utpg9p5u 283 1 The the DT cord-271094-utpg9p5u 283 2 descriptive descriptive JJ cord-271094-utpg9p5u 283 3 analysis analysis NN cord-271094-utpg9p5u 283 4 of of IN cord-271094-utpg9p5u 283 5 the the DT cord-271094-utpg9p5u 283 6 time time NN cord-271094-utpg9p5u 283 7 series series NNP cord-271094-utpg9p5u 283 8 reveals reveal VBZ cord-271094-utpg9p5u 283 9 that that IN cord-271094-utpg9p5u 283 10 some some DT cord-271094-utpg9p5u 283 11 firms firm NNS cord-271094-utpg9p5u 283 12 show show VBP cord-271094-utpg9p5u 283 13 much much RB cord-271094-utpg9p5u 283 14 more more JJR cord-271094-utpg9p5u 283 15 volatility volatility NN cord-271094-utpg9p5u 283 16 in in IN cord-271094-utpg9p5u 283 17 meeting meet VBG cord-271094-utpg9p5u 283 18 the the DT cord-271094-utpg9p5u 283 19 efficiency efficiency NN cord-271094-utpg9p5u 283 20 criteria criterion NNS cord-271094-utpg9p5u 283 21 than than IN cord-271094-utpg9p5u 283 22 others other NNS cord-271094-utpg9p5u 283 23 ( ( -LRB- cord-271094-utpg9p5u 283 24 heteroskedasticity heteroskedasticity NN cord-271094-utpg9p5u 283 25 ) ) -RRB- cord-271094-utpg9p5u 283 26 . . . cord-271094-utpg9p5u 284 1 To to TO cord-271094-utpg9p5u 284 2 be be VB cord-271094-utpg9p5u 284 3 precise precise JJ cord-271094-utpg9p5u 284 4 , , , cord-271094-utpg9p5u 284 5 we -PRON- PRP cord-271094-utpg9p5u 284 6 find find VBP cord-271094-utpg9p5u 284 7 that that DT cord-271094-utpg9p5u 284 8 : : : cord-271094-utpg9p5u 284 9 I. I. NNP cord-271094-utpg9p5u 284 10 Pure Pure NNP cord-271094-utpg9p5u 284 11 players player NNS cord-271094-utpg9p5u 284 12 show show VBP cord-271094-utpg9p5u 284 13 less less RBR cord-271094-utpg9p5u 284 14 volatile volatile JJ cord-271094-utpg9p5u 284 15 behavior behavior NN cord-271094-utpg9p5u 284 16 compared compare VBN cord-271094-utpg9p5u 284 17 to to TO cord-271094-utpg9p5u 284 18 click click VB cord-271094-utpg9p5u 284 19 and and CC cord-271094-utpg9p5u 284 20 mortar mortar NN cord-271094-utpg9p5u 284 21 firms firm NNS cord-271094-utpg9p5u 284 22 in in IN cord-271094-utpg9p5u 284 23 the the DT cord-271094-utpg9p5u 284 24 adjustment adjustment NN cord-271094-utpg9p5u 284 25 of of IN cord-271094-utpg9p5u 284 26 the the DT cord-271094-utpg9p5u 284 27 DIM dim JJ cord-271094-utpg9p5u 284 28 - - HYPH cord-271094-utpg9p5u 284 29 mix mix NN cord-271094-utpg9p5u 284 30 . . . cord-271094-utpg9p5u 285 1 Appendix Appendix NNP cord-271094-utpg9p5u 285 2 B B NNP cord-271094-utpg9p5u 285 3 ( ( -LRB- cord-271094-utpg9p5u 285 4 right right JJ cord-271094-utpg9p5u 285 5 column column NN cord-271094-utpg9p5u 285 6 ) ) -RRB- cord-271094-utpg9p5u 285 7 expresses express VBZ cord-271094-utpg9p5u 285 8 the the DT cord-271094-utpg9p5u 285 9 positioning positioning NN cord-271094-utpg9p5u 285 10 of of IN cord-271094-utpg9p5u 285 11 the the DT cord-271094-utpg9p5u 285 12 firms firm NNS cord-271094-utpg9p5u 285 13 in in IN cord-271094-utpg9p5u 285 14 terms term NNS cord-271094-utpg9p5u 285 15 of of IN cord-271094-utpg9p5u 285 16 cost cost NN cord-271094-utpg9p5u 285 17 advantage advantage NN cord-271094-utpg9p5u 285 18 , , , cord-271094-utpg9p5u 285 19 conversion conversion NN cord-271094-utpg9p5u 285 20 advantage advantage NN cord-271094-utpg9p5u 285 21 , , , cord-271094-utpg9p5u 285 22 and and CC cord-271094-utpg9p5u 285 23 DIM dim NN cord-271094-utpg9p5u 285 24 - - HYPH cord-271094-utpg9p5u 285 25 efficiency efficiency NN cord-271094-utpg9p5u 285 26 . . . cord-271094-utpg9p5u 286 1 ( ( -LRB- cord-271094-utpg9p5u 286 2 For for IN cord-271094-utpg9p5u 286 3 all all DT cord-271094-utpg9p5u 286 4 European european JJ cord-271094-utpg9p5u 286 5 countries country NNS cord-271094-utpg9p5u 286 6 and and CC cord-271094-utpg9p5u 286 7 firms firm NNS cord-271094-utpg9p5u 286 8 , , , cord-271094-utpg9p5u 286 9 the the DT cord-271094-utpg9p5u 286 10 revenues revenue NNS cord-271094-utpg9p5u 286 11 and and CC cord-271094-utpg9p5u 286 12 cost cost NN cord-271094-utpg9p5u 286 13 measures measure NNS cord-271094-utpg9p5u 286 14 are be VBP cord-271094-utpg9p5u 286 15 in in IN cord-271094-utpg9p5u 286 16 Euros euro NNS cord-271094-utpg9p5u 286 17 , , , cord-271094-utpg9p5u 286 18 while while IN cord-271094-utpg9p5u 286 19 results result NNS cord-271094-utpg9p5u 286 20 for for IN cord-271094-utpg9p5u 286 21 the the DT cord-271094-utpg9p5u 286 22 US US NNP cord-271094-utpg9p5u 286 23 are be VBP cord-271094-utpg9p5u 286 24 reported report VBN cord-271094-utpg9p5u 286 25 in in IN cord-271094-utpg9p5u 286 26 dollars dollar NNS cord-271094-utpg9p5u 286 27 ) ) -RRB- cord-271094-utpg9p5u 286 28 . . . cord-271094-utpg9p5u 287 1 While while IN cord-271094-utpg9p5u 287 2 the the DT cord-271094-utpg9p5u 287 3 average average JJ cord-271094-utpg9p5u 287 4 measures measure NNS cord-271094-utpg9p5u 287 5 are be VBP cord-271094-utpg9p5u 287 6 assigned assign VBN cord-271094-utpg9p5u 287 7 to to IN cord-271094-utpg9p5u 287 8 the the DT cord-271094-utpg9p5u 287 9 axis axis NN cord-271094-utpg9p5u 287 10 , , , cord-271094-utpg9p5u 287 11 the the DT cord-271094-utpg9p5u 287 12 marginal marginal JJ cord-271094-utpg9p5u 287 13 approach approach NN cord-271094-utpg9p5u 287 14 in in IN cord-271094-utpg9p5u 287 15 terms term NNS cord-271094-utpg9p5u 287 16 of of IN cord-271094-utpg9p5u 287 17 DIM dim JJ cord-271094-utpg9p5u 287 18 - - HYPH cord-271094-utpg9p5u 287 19 efficiency efficiency NN cord-271094-utpg9p5u 287 20 is be VBZ cord-271094-utpg9p5u 287 21 captured capture VBN cord-271094-utpg9p5u 287 22 by by IN cord-271094-utpg9p5u 287 23 the the DT cord-271094-utpg9p5u 287 24 size size NN cord-271094-utpg9p5u 287 25 of of IN cord-271094-utpg9p5u 287 26 the the DT cord-271094-utpg9p5u 287 27 corresponding corresponding JJ cord-271094-utpg9p5u 287 28 circle circle NN cord-271094-utpg9p5u 287 29 , , , cord-271094-utpg9p5u 287 30 with with IN cord-271094-utpg9p5u 287 31 a a DT cord-271094-utpg9p5u 287 32 larger large JJR cord-271094-utpg9p5u 287 33 circle circle NN cord-271094-utpg9p5u 287 34 implying imply VBG cord-271094-utpg9p5u 287 35 a a DT cord-271094-utpg9p5u 287 36 more more RBR cord-271094-utpg9p5u 287 37 efficient efficient JJ cord-271094-utpg9p5u 287 38 DIM dim NN cord-271094-utpg9p5u 287 39 - - HYPH cord-271094-utpg9p5u 287 40 mix mix NN cord-271094-utpg9p5u 287 41 . . . cord-271094-utpg9p5u 288 1 Here here RB cord-271094-utpg9p5u 288 2 we -PRON- PRP cord-271094-utpg9p5u 288 3 pay pay VBP cord-271094-utpg9p5u 288 4 particular particular JJ cord-271094-utpg9p5u 288 5 interest interest NN cord-271094-utpg9p5u 288 6 to to IN cord-271094-utpg9p5u 288 7 the the DT cord-271094-utpg9p5u 288 8 comparison comparison NN cord-271094-utpg9p5u 288 9 with with IN cord-271094-utpg9p5u 288 10 the the DT cord-271094-utpg9p5u 288 11 pure pure JJ cord-271094-utpg9p5u 288 12 player player NN cord-271094-utpg9p5u 288 13 , , , cord-271094-utpg9p5u 288 14 which which WDT cord-271094-utpg9p5u 288 15 is be VBZ cord-271094-utpg9p5u 288 16 represented represent VBN cord-271094-utpg9p5u 288 17 with with IN cord-271094-utpg9p5u 288 18 dashed dash VBN cord-271094-utpg9p5u 288 19 lines line NNS cord-271094-utpg9p5u 288 20 . . . cord-271094-utpg9p5u 289 1 Complementarily Complementarily NNP cord-271094-utpg9p5u 289 2 , , , cord-271094-utpg9p5u 289 3 a a DT cord-271094-utpg9p5u 289 4 global global JJ cord-271094-utpg9p5u 289 5 positioning positioning NN cord-271094-utpg9p5u 289 6 of of IN cord-271094-utpg9p5u 289 7 all all DT cord-271094-utpg9p5u 289 8 considered consider VBN cord-271094-utpg9p5u 289 9 firms firm NNS cord-271094-utpg9p5u 289 10 is be VBZ cord-271094-utpg9p5u 289 11 provided provide VBN cord-271094-utpg9p5u 289 12 . . . cord-271094-utpg9p5u 290 1 II II NNP cord-271094-utpg9p5u 290 2 . . . cord-271094-utpg9p5u 291 1 In in IN cord-271094-utpg9p5u 291 2 general general JJ cord-271094-utpg9p5u 291 3 , , , cord-271094-utpg9p5u 291 4 the the DT cord-271094-utpg9p5u 291 5 market market NN cord-271094-utpg9p5u 291 6 leader leader NN cord-271094-utpg9p5u 291 7 positions position NNS cord-271094-utpg9p5u 291 8 in in IN cord-271094-utpg9p5u 291 9 the the DT cord-271094-utpg9p5u 291 10 upper upper JJ cord-271094-utpg9p5u 291 11 left left JJ cord-271094-utpg9p5u 291 12 corner corner NN cord-271094-utpg9p5u 291 13 and and CC cord-271094-utpg9p5u 291 14 the the DT cord-271094-utpg9p5u 291 15 pure pure JJ cord-271094-utpg9p5u 291 16 player player NN cord-271094-utpg9p5u 291 17 in in IN cord-271094-utpg9p5u 291 18 the the DT cord-271094-utpg9p5u 291 19 lower low JJR cord-271094-utpg9p5u 291 20 right right JJ cord-271094-utpg9p5u 291 21 corner corner NN cord-271094-utpg9p5u 291 22 . . . cord-271094-utpg9p5u 292 1 While while IN cord-271094-utpg9p5u 292 2 the the DT cord-271094-utpg9p5u 292 3 market market NN cord-271094-utpg9p5u 292 4 leaders leader NNS cord-271094-utpg9p5u 292 5 are be VBP cord-271094-utpg9p5u 292 6 highly highly RB cord-271094-utpg9p5u 292 7 positioned position VBN cord-271094-utpg9p5u 292 8 in in IN cord-271094-utpg9p5u 292 9 terms term NNS cord-271094-utpg9p5u 292 10 of of IN cord-271094-utpg9p5u 292 11 revenues revenue NNS cord-271094-utpg9p5u 292 12 per per IN cord-271094-utpg9p5u 292 13 visit visit NN cord-271094-utpg9p5u 292 14 and and CC cord-271094-utpg9p5u 292 15 show show VB cord-271094-utpg9p5u 292 16 a a DT cord-271094-utpg9p5u 292 17 cost cost NN cord-271094-utpg9p5u 292 18 advantage advantage NN cord-271094-utpg9p5u 292 19 , , , cord-271094-utpg9p5u 292 20 the the DT cord-271094-utpg9p5u 292 21 retailers retailer NNS cord-271094-utpg9p5u 292 22 born bear VBN cord-271094-utpg9p5u 292 23 in in IN cord-271094-utpg9p5u 292 24 the the DT cord-271094-utpg9p5u 292 25 digital digital JJ cord-271094-utpg9p5u 292 26 environment environment NN cord-271094-utpg9p5u 292 27 are be VBP cord-271094-utpg9p5u 292 28 most most RBS cord-271094-utpg9p5u 292 29 efficient efficient JJ cord-271094-utpg9p5u 292 30 in in IN cord-271094-utpg9p5u 292 31 terms term NNS cord-271094-utpg9p5u 292 32 of of IN cord-271094-utpg9p5u 292 33 DIM dim JJ cord-271094-utpg9p5u 292 34 - - HYPH cord-271094-utpg9p5u 292 35 mix mix NN cord-271094-utpg9p5u 292 36 . . . cord-271094-utpg9p5u 293 1 III III NNP cord-271094-utpg9p5u 293 2 . . . cord-271094-utpg9p5u 294 1 In in IN cord-271094-utpg9p5u 294 2 Norway Norway NNP cord-271094-utpg9p5u 294 3 , , , cord-271094-utpg9p5u 294 4 where where WRB cord-271094-utpg9p5u 294 5 there there EX cord-271094-utpg9p5u 294 6 is be VBZ cord-271094-utpg9p5u 294 7 no no DT cord-271094-utpg9p5u 294 8 pure pure JJ cord-271094-utpg9p5u 294 9 player player NN cord-271094-utpg9p5u 294 10 with with IN cord-271094-utpg9p5u 294 11 direct direct JJ cord-271094-utpg9p5u 294 12 market market NN cord-271094-utpg9p5u 294 13 presence presence NN cord-271094-utpg9p5u 294 14 , , , cord-271094-utpg9p5u 294 15 click click VB cord-271094-utpg9p5u 294 16 and and CC cord-271094-utpg9p5u 294 17 mortar mortar NN cord-271094-utpg9p5u 294 18 firms firm NNS cord-271094-utpg9p5u 294 19 show show VBP cord-271094-utpg9p5u 294 20 a a DT cord-271094-utpg9p5u 294 21 relatively relatively RB cord-271094-utpg9p5u 294 22 high high JJ cord-271094-utpg9p5u 294 23 cost cost NN cord-271094-utpg9p5u 294 24 per per IN cord-271094-utpg9p5u 294 25 visit visit NN cord-271094-utpg9p5u 294 26 compared compare VBN cord-271094-utpg9p5u 294 27 to to IN cord-271094-utpg9p5u 294 28 other other JJ cord-271094-utpg9p5u 294 29 markets market NNS cord-271094-utpg9p5u 294 30 where where WRB cord-271094-utpg9p5u 294 31 physical physical JJ cord-271094-utpg9p5u 294 32 retailers retailer NNS cord-271094-utpg9p5u 294 33 face face VBP cord-271094-utpg9p5u 294 34 direct direct JJ cord-271094-utpg9p5u 294 35 competition competition NN cord-271094-utpg9p5u 294 36 from from IN cord-271094-utpg9p5u 294 37 pure pure JJ cord-271094-utpg9p5u 294 38 players player NNS cord-271094-utpg9p5u 294 39 . . . cord-271094-utpg9p5u 295 1 We -PRON- PRP cord-271094-utpg9p5u 295 2 observe observe VBP cord-271094-utpg9p5u 295 3 in in IN cord-271094-utpg9p5u 295 4 the the DT cord-271094-utpg9p5u 295 5 data datum NNS cord-271094-utpg9p5u 295 6 that that WDT cord-271094-utpg9p5u 295 7 some some DT cord-271094-utpg9p5u 295 8 grocery grocery NN cord-271094-utpg9p5u 295 9 retailers retailer NNS cord-271094-utpg9p5u 295 10 are be VBP cord-271094-utpg9p5u 295 11 gaining gain VBG cord-271094-utpg9p5u 295 12 market market NN cord-271094-utpg9p5u 295 13 share share NN cord-271094-utpg9p5u 295 14 through through IN cord-271094-utpg9p5u 295 15 their -PRON- PRP$ cord-271094-utpg9p5u 295 16 online online JJ cord-271094-utpg9p5u 295 17 sales sale NNS cord-271094-utpg9p5u 295 18 , , , cord-271094-utpg9p5u 295 19 and and CC cord-271094-utpg9p5u 295 20 in in IN cord-271094-utpg9p5u 295 21 some some DT cord-271094-utpg9p5u 295 22 cases case NNS cord-271094-utpg9p5u 295 23 , , , cord-271094-utpg9p5u 295 24 even even RB cord-271094-utpg9p5u 295 25 position position VBP cord-271094-utpg9p5u 295 26 themselves -PRON- PRP cord-271094-utpg9p5u 295 27 in in IN cord-271094-utpg9p5u 295 28 the the DT cord-271094-utpg9p5u 295 29 online online JJ cord-271094-utpg9p5u 295 30 sales sale NNS cord-271094-utpg9p5u 295 31 ranking rank VBG cord-271094-utpg9p5u 295 32 in in IN cord-271094-utpg9p5u 295 33 front front NN cord-271094-utpg9p5u 295 34 of of IN cord-271094-utpg9p5u 295 35 traditional traditional JJ cord-271094-utpg9p5u 295 36 industry industry NN cord-271094-utpg9p5u 295 37 leaders leader NNS cord-271094-utpg9p5u 295 38 . . . cord-271094-utpg9p5u 296 1 In in IN cord-271094-utpg9p5u 296 2 order order NN cord-271094-utpg9p5u 296 3 to to TO cord-271094-utpg9p5u 296 4 understand understand VB cord-271094-utpg9p5u 296 5 which which WDT cord-271094-utpg9p5u 296 6 metrics metric NNS cord-271094-utpg9p5u 296 7 have have VBP cord-271094-utpg9p5u 296 8 been be VBN cord-271094-utpg9p5u 296 9 the the DT cord-271094-utpg9p5u 296 10 drivers driver NNS cord-271094-utpg9p5u 296 11 of of IN cord-271094-utpg9p5u 296 12 this this DT cord-271094-utpg9p5u 296 13 evolution evolution NN cord-271094-utpg9p5u 296 14 , , , cord-271094-utpg9p5u 296 15 we -PRON- PRP cord-271094-utpg9p5u 296 16 present present VBP cord-271094-utpg9p5u 296 17 the the DT cord-271094-utpg9p5u 296 18 dynamic dynamic JJ cord-271094-utpg9p5u 296 19 evolution evolution NN cord-271094-utpg9p5u 296 20 of of IN cord-271094-utpg9p5u 296 21 the the DT cord-271094-utpg9p5u 296 22 positioning positioning NN cord-271094-utpg9p5u 296 23 strategy strategy NN cord-271094-utpg9p5u 296 24 of of IN cord-271094-utpg9p5u 296 25 the the DT cord-271094-utpg9p5u 296 26 new new JJ cord-271094-utpg9p5u 296 27 grocery grocery NN cord-271094-utpg9p5u 296 28 retailers retailer NNS cord-271094-utpg9p5u 296 29 and and CC cord-271094-utpg9p5u 296 30 the the DT cord-271094-utpg9p5u 296 31 pure pure JJ cord-271094-utpg9p5u 296 32 players player NNS cord-271094-utpg9p5u 296 33 with with IN cord-271094-utpg9p5u 296 34 arrows arrow NNS cord-271094-utpg9p5u 296 35 for for IN cord-271094-utpg9p5u 296 36 different different JJ cord-271094-utpg9p5u 296 37 years year NNS cord-271094-utpg9p5u 296 38 ( ( -LRB- cord-271094-utpg9p5u 296 39 Appendix Appendix NNP cord-271094-utpg9p5u 296 40 D D NNP cord-271094-utpg9p5u 296 41 ) ) -RRB- cord-271094-utpg9p5u 296 42 , , , cord-271094-utpg9p5u 296 43 showing show VBG cord-271094-utpg9p5u 296 44 in in IN cord-271094-utpg9p5u 296 45 different different JJ cord-271094-utpg9p5u 296 46 shades shade NNS cord-271094-utpg9p5u 296 47 of of IN cord-271094-utpg9p5u 296 48 gray gray JJ cord-271094-utpg9p5u 296 49 the the DT cord-271094-utpg9p5u 296 50 countries country NNS cord-271094-utpg9p5u 296 51 included include VBN cord-271094-utpg9p5u 296 52 in in IN cord-271094-utpg9p5u 296 53 the the DT cord-271094-utpg9p5u 296 54 study study NN cord-271094-utpg9p5u 296 55 and and CC cord-271094-utpg9p5u 296 56 the the DT cord-271094-utpg9p5u 296 57 retailers retailer NNS cord-271094-utpg9p5u 296 58 analyzed analyze VBD cord-271094-utpg9p5u 296 59 in in IN cord-271094-utpg9p5u 296 60 each each DT cord-271094-utpg9p5u 296 61 one one CD cord-271094-utpg9p5u 296 62 of of IN cord-271094-utpg9p5u 296 63 them -PRON- PRP cord-271094-utpg9p5u 296 64 . . . cord-271094-utpg9p5u 297 1 The the DT cord-271094-utpg9p5u 297 2 relationship relationship NN cord-271094-utpg9p5u 297 3 between between IN cord-271094-utpg9p5u 297 4 customer customer NN cord-271094-utpg9p5u 297 5 attraction attraction NN cord-271094-utpg9p5u 297 6 and and CC cord-271094-utpg9p5u 297 7 sales sale NNS cord-271094-utpg9p5u 297 8 achieved achieve VBN cord-271094-utpg9p5u 297 9 in in IN cord-271094-utpg9p5u 297 10 the the DT cord-271094-utpg9p5u 297 11 different different JJ cord-271094-utpg9p5u 297 12 retailers retailer NNS cord-271094-utpg9p5u 297 13 , , , cord-271094-utpg9p5u 297 14 and and CC cord-271094-utpg9p5u 297 15 the the DT cord-271094-utpg9p5u 297 16 relationship relationship NN cord-271094-utpg9p5u 297 17 between between IN cord-271094-utpg9p5u 297 18 PP PP NNP cord-271094-utpg9p5u 297 19 and and CC cord-271094-utpg9p5u 297 20 C&M C&M NNP cord-271094-utpg9p5u 297 21 ( ( -LRB- cord-271094-utpg9p5u 297 22 represented represent VBN cord-271094-utpg9p5u 297 23 by by IN cord-271094-utpg9p5u 297 24 Amazon Amazon NNP cord-271094-utpg9p5u 297 25 ) ) -RRB- cord-271094-utpg9p5u 297 26 can can MD cord-271094-utpg9p5u 297 27 be be VB cord-271094-utpg9p5u 297 28 observed observe VBN cord-271094-utpg9p5u 297 29 . . . cord-271094-utpg9p5u 298 1 The the DT cord-271094-utpg9p5u 298 2 repositioning repositioning NN cord-271094-utpg9p5u 298 3 of of IN cord-271094-utpg9p5u 298 4 the the DT cord-271094-utpg9p5u 298 5 firms firm NNS cord-271094-utpg9p5u 298 6 suggests suggest VBZ cord-271094-utpg9p5u 298 7 that that IN cord-271094-utpg9p5u 298 8 : : : cord-271094-utpg9p5u 298 9 IV IV NNP cord-271094-utpg9p5u 298 10 . . . cord-271094-utpg9p5u 299 1 In in IN cord-271094-utpg9p5u 299 2 Europe Europe NNP cord-271094-utpg9p5u 299 3 , , , cord-271094-utpg9p5u 299 4 traditional traditional JJ cord-271094-utpg9p5u 299 5 , , , cord-271094-utpg9p5u 299 6 established established JJ cord-271094-utpg9p5u 299 7 retailers retailer NNS cord-271094-utpg9p5u 299 8 are be VBP cord-271094-utpg9p5u 299 9 generating generate VBG cord-271094-utpg9p5u 299 10 fewer few JJR cord-271094-utpg9p5u 299 11 sales sale NNS cord-271094-utpg9p5u 299 12 from from IN cord-271094-utpg9p5u 299 13 the the DT cord-271094-utpg9p5u 299 14 received receive VBN cord-271094-utpg9p5u 299 15 website website NN cord-271094-utpg9p5u 299 16 visits visit NNS cord-271094-utpg9p5u 299 17 than than IN cord-271094-utpg9p5u 299 18 earlier early RBR cord-271094-utpg9p5u 299 19 , , , cord-271094-utpg9p5u 299 20 and and CC cord-271094-utpg9p5u 299 21 at at IN cord-271094-utpg9p5u 299 22 the the DT cord-271094-utpg9p5u 299 23 same same JJ cord-271094-utpg9p5u 299 24 time time NN cord-271094-utpg9p5u 299 25 , , , cord-271094-utpg9p5u 299 26 show show VBP cord-271094-utpg9p5u 299 27 an an DT cord-271094-utpg9p5u 299 28 increase increase NN cord-271094-utpg9p5u 299 29 in in IN cord-271094-utpg9p5u 299 30 DIM dim NN cord-271094-utpg9p5u 299 31 costs cost NNS cord-271094-utpg9p5u 299 32 per per IN cord-271094-utpg9p5u 299 33 website website NN cord-271094-utpg9p5u 299 34 visit visit NN cord-271094-utpg9p5u 299 35 . . . cord-271094-utpg9p5u 300 1 V. V. NNP cord-271094-utpg9p5u 301 1 The the DT cord-271094-utpg9p5u 301 2 pure pure JJ cord-271094-utpg9p5u 301 3 players player NNS cord-271094-utpg9p5u 301 4 , , , cord-271094-utpg9p5u 301 5 in in IN cord-271094-utpg9p5u 301 6 turn turn NN cord-271094-utpg9p5u 301 7 , , , cord-271094-utpg9p5u 301 8 start start VB cord-271094-utpg9p5u 301 9 operating operate VBG cord-271094-utpg9p5u 301 10 with with IN cord-271094-utpg9p5u 301 11 high high JJ cord-271094-utpg9p5u 301 12 DIM dim NN cord-271094-utpg9p5u 301 13 costs cost NNS cord-271094-utpg9p5u 301 14 per per IN cord-271094-utpg9p5u 301 15 visit visit NN cord-271094-utpg9p5u 301 16 and and CC cord-271094-utpg9p5u 301 17 gradually gradually RB cord-271094-utpg9p5u 301 18 increase increase VB cord-271094-utpg9p5u 301 19 the the DT cord-271094-utpg9p5u 301 20 average average JJ cord-271094-utpg9p5u 301 21 sales sale NNS cord-271094-utpg9p5u 301 22 per per IN cord-271094-utpg9p5u 301 23 visit visit NN cord-271094-utpg9p5u 301 24 and and CC cord-271094-utpg9p5u 301 25 decrease decrease VB cord-271094-utpg9p5u 301 26 cost cost NN cord-271094-utpg9p5u 301 27 per per IN cord-271094-utpg9p5u 301 28 visit visit NN cord-271094-utpg9p5u 301 29 . . . cord-271094-utpg9p5u 302 1 At at IN cord-271094-utpg9p5u 302 2 any any DT cord-271094-utpg9p5u 302 3 time time NN cord-271094-utpg9p5u 302 4 , , , cord-271094-utpg9p5u 302 5 they -PRON- PRP cord-271094-utpg9p5u 302 6 operate operate VBP cord-271094-utpg9p5u 302 7 very very RB cord-271094-utpg9p5u 302 8 close close RB cord-271094-utpg9p5u 302 9 the the DT cord-271094-utpg9p5u 302 10 optimal optimal JJ cord-271094-utpg9p5u 302 11 marketing marketing NN cord-271094-utpg9p5u 302 12 - - HYPH cord-271094-utpg9p5u 302 13 mix mix NN cord-271094-utpg9p5u 302 14 from from IN cord-271094-utpg9p5u 302 15 an an DT cord-271094-utpg9p5u 302 16 economic economic JJ cord-271094-utpg9p5u 302 17 perspective perspective NN cord-271094-utpg9p5u 302 18 , , , cord-271094-utpg9p5u 302 19 minimizing minimize VBG cord-271094-utpg9p5u 302 20 advertising advertising NN cord-271094-utpg9p5u 302 21 costs cost NNS cord-271094-utpg9p5u 302 22 for for IN cord-271094-utpg9p5u 302 23 a a DT cord-271094-utpg9p5u 302 24 given give VBN cord-271094-utpg9p5u 302 25 sales sale NNS cord-271094-utpg9p5u 302 26 objective objective NN cord-271094-utpg9p5u 302 27 . . . cord-271094-utpg9p5u 303 1 The the DT cord-271094-utpg9p5u 303 2 conversion conversion NN cord-271094-utpg9p5u 303 3 technology technology NN cord-271094-utpg9p5u 303 4 and and CC cord-271094-utpg9p5u 303 5 cost cost NN cord-271094-utpg9p5u 303 6 structure structure NN cord-271094-utpg9p5u 303 7 of of IN cord-271094-utpg9p5u 303 8 the the DT cord-271094-utpg9p5u 303 9 firms firm NNS cord-271094-utpg9p5u 303 10 suggest suggest VBP cord-271094-utpg9p5u 303 11 the the DT cord-271094-utpg9p5u 303 12 following follow VBG cord-271094-utpg9p5u 303 13 : : : cord-271094-utpg9p5u 303 14 VI VI NNP cord-271094-utpg9p5u 303 15 . . . cord-271094-utpg9p5u 304 1 For for IN cord-271094-utpg9p5u 304 2 the the DT cord-271094-utpg9p5u 304 3 considered consider VBN cord-271094-utpg9p5u 304 4 European european JJ cord-271094-utpg9p5u 304 5 grocery grocery NN cord-271094-utpg9p5u 304 6 retailers retailer NNS cord-271094-utpg9p5u 304 7 : : : cord-271094-utpg9p5u 304 8 a. a. NN cord-271094-utpg9p5u 305 1 The the DT cord-271094-utpg9p5u 305 2 technology technology NN cord-271094-utpg9p5u 305 3 and and CC cord-271094-utpg9p5u 305 4 cost cost NN cord-271094-utpg9p5u 305 5 structure structure NN cord-271094-utpg9p5u 305 6 for for IN cord-271094-utpg9p5u 305 7 digital digital JJ cord-271094-utpg9p5u 305 8 marketing marketing NN cord-271094-utpg9p5u 305 9 is be VBZ cord-271094-utpg9p5u 305 10 firmspecific firmspecific JJ cord-271094-utpg9p5u 305 11 . . . cord-271094-utpg9p5u 306 1 The the DT cord-271094-utpg9p5u 306 2 marginal marginal JJ cord-271094-utpg9p5u 306 3 revenues revenue NNS cord-271094-utpg9p5u 306 4 and and CC cord-271094-utpg9p5u 306 5 marginal marginal JJ cord-271094-utpg9p5u 306 6 costs cost NNS cord-271094-utpg9p5u 306 7 associated associate VBN cord-271094-utpg9p5u 306 8 with with IN cord-271094-utpg9p5u 306 9 1 1 CD cord-271094-utpg9p5u 306 10 K K NNP cord-271094-utpg9p5u 306 11 or or CC cord-271094-utpg9p5u 306 12 1 1 CD cord-271094-utpg9p5u 306 13 M M NNP cord-271094-utpg9p5u 306 14 more more JJR cord-271094-utpg9p5u 306 15 visits visit NNS cord-271094-utpg9p5u 306 16 differ differ VBP cord-271094-utpg9p5u 306 17 across across IN cord-271094-utpg9p5u 306 18 firms firm NNS cord-271094-utpg9p5u 306 19 and and CC cord-271094-utpg9p5u 306 20 depend depend VB cord-271094-utpg9p5u 306 21 on on IN cord-271094-utpg9p5u 306 22 the the DT cord-271094-utpg9p5u 306 23 level level NN cord-271094-utpg9p5u 306 24 of of IN cord-271094-utpg9p5u 306 25 visits visit NNS cord-271094-utpg9p5u 306 26 . . . cord-271094-utpg9p5u 307 1 A. A. NNP cord-271094-utpg9p5u 307 2 Erdmann Erdmann NNP cord-271094-utpg9p5u 307 3 and and CC cord-271094-utpg9p5u 307 4 J.M. J.M. NNP cord-271094-utpg9p5u 307 5 Ponzoa Ponzoa NNP cord-271094-utpg9p5u 307 6 Technological Technological NNP cord-271094-utpg9p5u 307 7 Forecasting Forecasting NNP cord-271094-utpg9p5u 307 8 & & CC cord-271094-utpg9p5u 307 9 Social Social NNP cord-271094-utpg9p5u 307 10 Change Change NNP cord-271094-utpg9p5u 307 11 162 162 CD cord-271094-utpg9p5u 307 12 ( ( -LRB- cord-271094-utpg9p5u 307 13 2021 2021 CD cord-271094-utpg9p5u 307 14 ) ) -RRB- cord-271094-utpg9p5u 307 15 120373 120373 CD cord-271094-utpg9p5u 308 1 b. b. NNP cord-271094-utpg9p5u 309 1 The the DT cord-271094-utpg9p5u 309 2 data datum NNS cord-271094-utpg9p5u 309 3 suggest suggest VBP cord-271094-utpg9p5u 309 4 that that IN cord-271094-utpg9p5u 309 5 market market NN cord-271094-utpg9p5u 309 6 leader(s leader(s CD cord-271094-utpg9p5u 309 7 ) ) -RRB- cord-271094-utpg9p5u 309 8 use use VB cord-271094-utpg9p5u 309 9 a a DT cord-271094-utpg9p5u 309 10 superior superior JJ cord-271094-utpg9p5u 309 11 conversion conversion NN cord-271094-utpg9p5u 309 12 technology technology NN cord-271094-utpg9p5u 309 13 . . . cord-271094-utpg9p5u 310 1 c. c. NNP cord-271094-utpg9p5u 311 1 In in IN cord-271094-utpg9p5u 311 2 general general JJ cord-271094-utpg9p5u 311 3 , , , cord-271094-utpg9p5u 311 4 market market NN cord-271094-utpg9p5u 311 5 leaders(s leaders(s NNP cord-271094-utpg9p5u 311 6 ) ) -RRB- cord-271094-utpg9p5u 311 7 work work VBP cord-271094-utpg9p5u 311 8 with with IN cord-271094-utpg9p5u 311 9 a a DT cord-271094-utpg9p5u 311 10 DIM dim JJ cord-271094-utpg9p5u 311 11 cost cost NN cord-271094-utpg9p5u 311 12 structure structure NN cord-271094-utpg9p5u 311 13 that that WDT cord-271094-utpg9p5u 311 14 is be VBZ cord-271094-utpg9p5u 311 15 lower low JJR cord-271094-utpg9p5u 311 16 than than IN cord-271094-utpg9p5u 311 17 competitors competitor NNS cord-271094-utpg9p5u 311 18 . . . cord-271094-utpg9p5u 312 1 VII VII NNP cord-271094-utpg9p5u 312 2 . . . cord-271094-utpg9p5u 313 1 For for IN cord-271094-utpg9p5u 313 2 the the DT cord-271094-utpg9p5u 313 3 considered consider VBN cord-271094-utpg9p5u 313 4 US US NNP cord-271094-utpg9p5u 313 5 grocery grocery NN cord-271094-utpg9p5u 313 6 retailers retailer NNS cord-271094-utpg9p5u 313 7 : : : cord-271094-utpg9p5u 313 8 a. a. NN cord-271094-utpg9p5u 314 1 The the DT cord-271094-utpg9p5u 314 2 DIM dim NN cord-271094-utpg9p5u 314 3 cost cost NN cord-271094-utpg9p5u 314 4 structure structure NN cord-271094-utpg9p5u 314 5 seem seem VBP cord-271094-utpg9p5u 314 6 to to TO cord-271094-utpg9p5u 314 7 be be VB cord-271094-utpg9p5u 314 8 similar similar JJ cord-271094-utpg9p5u 314 9 across across IN cord-271094-utpg9p5u 314 10 firms firm NNS cord-271094-utpg9p5u 314 11 , , , cord-271094-utpg9p5u 314 12 such such JJ cord-271094-utpg9p5u 314 13 that that IN cord-271094-utpg9p5u 314 14 the the DT cord-271094-utpg9p5u 314 15 difference difference NN cord-271094-utpg9p5u 314 16 in in IN cord-271094-utpg9p5u 314 17 marginal marginal JJ cord-271094-utpg9p5u 314 18 costs cost NNS cord-271094-utpg9p5u 314 19 depends depend VBZ cord-271094-utpg9p5u 314 20 primarily primarily RB cord-271094-utpg9p5u 314 21 on on IN cord-271094-utpg9p5u 314 22 the the DT cord-271094-utpg9p5u 314 23 level level NN cord-271094-utpg9p5u 314 24 of of IN cord-271094-utpg9p5u 314 25 generated generate VBN cord-271094-utpg9p5u 314 26 visits visit NNS cord-271094-utpg9p5u 314 27 where where WRB cord-271094-utpg9p5u 314 28 the the DT cord-271094-utpg9p5u 314 29 firm firm NN cord-271094-utpg9p5u 314 30 operates operate VBZ cord-271094-utpg9p5u 314 31 . . . cord-271094-utpg9p5u 315 1 DIM dim JJ cord-271094-utpg9p5u 315 2 efficiency efficiency NN cord-271094-utpg9p5u 315 3 allows allow VBZ cord-271094-utpg9p5u 315 4 to to TO cord-271094-utpg9p5u 315 5 quantify quantify VB cord-271094-utpg9p5u 315 6 the the DT cord-271094-utpg9p5u 315 7 trade trade NN cord-271094-utpg9p5u 315 8 - - HYPH cord-271094-utpg9p5u 315 9 off off NN cord-271094-utpg9p5u 315 10 of of IN cord-271094-utpg9p5u 315 11 the the DT cord-271094-utpg9p5u 315 12 allocation allocation NN cord-271094-utpg9p5u 315 13 of of IN cord-271094-utpg9p5u 315 14 the the DT cord-271094-utpg9p5u 315 15 marketing marketing NN cord-271094-utpg9p5u 315 16 budget budget NN cord-271094-utpg9p5u 315 17 to to IN cord-271094-utpg9p5u 315 18 SEO SEO NNP cord-271094-utpg9p5u 315 19 and and CC cord-271094-utpg9p5u 315 20 SEM SEM NNP cord-271094-utpg9p5u 315 21 exploiting exploit VBG cord-271094-utpg9p5u 315 22 search search NN cord-271094-utpg9p5u 315 23 traffic traffic NN cord-271094-utpg9p5u 315 24 data datum NNS cord-271094-utpg9p5u 315 25 , , , cord-271094-utpg9p5u 315 26 which which WDT cord-271094-utpg9p5u 315 27 complements complement VBZ cord-271094-utpg9p5u 315 28 the the DT cord-271094-utpg9p5u 315 29 existing exist VBG cord-271094-utpg9p5u 315 30 dashboard dashboard NN cord-271094-utpg9p5u 315 31 of of IN cord-271094-utpg9p5u 315 32 firm firm JJ cord-271094-utpg9p5u 315 33 specific specific JJ cord-271094-utpg9p5u 315 34 KPIs kpi NNS cord-271094-utpg9p5u 315 35 or or CC cord-271094-utpg9p5u 315 36 rules rule NNS cord-271094-utpg9p5u 315 37 online online RB cord-271094-utpg9p5u 315 38 ( ( -LRB- cord-271094-utpg9p5u 315 39 Saura Saura NNP cord-271094-utpg9p5u 315 40 et et NNP cord-271094-utpg9p5u 315 41 al al NNP cord-271094-utpg9p5u 315 42 . . NNP cord-271094-utpg9p5u 315 43 , , , cord-271094-utpg9p5u 315 44 2017 2017 CD cord-271094-utpg9p5u 315 45 ) ) -RRB- cord-271094-utpg9p5u 315 46 , , , cord-271094-utpg9p5u 315 47 the the DT cord-271094-utpg9p5u 315 48 isolated isolate VBN cord-271094-utpg9p5u 315 49 optimization optimization NN cord-271094-utpg9p5u 315 50 of of IN cord-271094-utpg9p5u 315 51 SEO seo NN cord-271094-utpg9p5u 315 52 ( ( -LRB- cord-271094-utpg9p5u 315 53 Baye Baye NNP cord-271094-utpg9p5u 315 54 et et NNP cord-271094-utpg9p5u 315 55 al al NNP cord-271094-utpg9p5u 315 56 . . NNP cord-271094-utpg9p5u 315 57 , , , cord-271094-utpg9p5u 315 58 2015 2015 CD cord-271094-utpg9p5u 315 59 ) ) -RRB- cord-271094-utpg9p5u 315 60 or or CC cord-271094-utpg9p5u 315 61 SEM SEM NNP cord-271094-utpg9p5u 315 62 ( ( -LRB- cord-271094-utpg9p5u 315 63 Balseiro Balseiro NNP cord-271094-utpg9p5u 315 64 and and CC cord-271094-utpg9p5u 315 65 Gur Gur NNP cord-271094-utpg9p5u 315 66 , , , cord-271094-utpg9p5u 315 67 2019 2019 CD cord-271094-utpg9p5u 315 68 ) ) -RRB- cord-271094-utpg9p5u 315 69 and and CC cord-271094-utpg9p5u 315 70 interrelations interrelation NNS cord-271094-utpg9p5u 315 71 between between IN cord-271094-utpg9p5u 315 72 online online JJ cord-271094-utpg9p5u 315 73 and and CC cord-271094-utpg9p5u 315 74 offline offline JJ cord-271094-utpg9p5u 315 75 promotions promotion NNS cord-271094-utpg9p5u 315 76 ( ( -LRB- cord-271094-utpg9p5u 315 77 Breugelmans Breugelmans NNP cord-271094-utpg9p5u 315 78 and and CC cord-271094-utpg9p5u 315 79 Campo Campo NNP cord-271094-utpg9p5u 315 80 , , , cord-271094-utpg9p5u 315 81 2016 2016 CD cord-271094-utpg9p5u 315 82 ) ) -RRB- cord-271094-utpg9p5u 315 83 . . . cord-271094-utpg9p5u 316 1 The the DT cord-271094-utpg9p5u 316 2 difference difference NN cord-271094-utpg9p5u 316 3 between between IN cord-271094-utpg9p5u 316 4 pure pure JJ cord-271094-utpg9p5u 316 5 players player NNS cord-271094-utpg9p5u 316 6 and and CC cord-271094-utpg9p5u 316 7 click click VB cord-271094-utpg9p5u 316 8 and and CC cord-271094-utpg9p5u 316 9 mortar mortar NN cord-271094-utpg9p5u 316 10 players player NNS cord-271094-utpg9p5u 316 11 in in IN cord-271094-utpg9p5u 316 12 managing manage VBG cord-271094-utpg9p5u 316 13 DIM dim NN cord-271094-utpg9p5u 316 14 is be VBZ cord-271094-utpg9p5u 316 15 supposed suppose VBN cord-271094-utpg9p5u 316 16 to to TO cord-271094-utpg9p5u 316 17 be be VB cord-271094-utpg9p5u 316 18 driven drive VBN cord-271094-utpg9p5u 316 19 by by IN cord-271094-utpg9p5u 316 20 the the DT cord-271094-utpg9p5u 316 21 origin origin NN cord-271094-utpg9p5u 316 22 of of IN cord-271094-utpg9p5u 316 23 the the DT cord-271094-utpg9p5u 316 24 firms firm NNS cord-271094-utpg9p5u 316 25 . . . cord-271094-utpg9p5u 317 1 Entering enter VBG cord-271094-utpg9p5u 317 2 the the DT cord-271094-utpg9p5u 317 3 online online JJ cord-271094-utpg9p5u 317 4 market market NN cord-271094-utpg9p5u 317 5 , , , cord-271094-utpg9p5u 317 6 brick brick NN cord-271094-utpg9p5u 317 7 and and CC cord-271094-utpg9p5u 317 8 mortar mortar NN cord-271094-utpg9p5u 317 9 firms firm NNS cord-271094-utpg9p5u 317 10 behave behave VBP cord-271094-utpg9p5u 317 11 as as IN cord-271094-utpg9p5u 317 12 though though RB cord-271094-utpg9p5u 317 13 in in IN cord-271094-utpg9p5u 317 14 the the DT cord-271094-utpg9p5u 317 15 offline offline JJ cord-271094-utpg9p5u 317 16 world world NN cord-271094-utpg9p5u 317 17 . . . cord-271094-utpg9p5u 318 1 Note note VB cord-271094-utpg9p5u 318 2 that that IN cord-271094-utpg9p5u 318 3 this this DT cord-271094-utpg9p5u 318 4 observation observation NN cord-271094-utpg9p5u 318 5 is be VBZ cord-271094-utpg9p5u 318 6 analogue analogue JJ cord-271094-utpg9p5u 318 7 the the DT cord-271094-utpg9p5u 318 8 first first JJ cord-271094-utpg9p5u 318 9 experience experience NN cord-271094-utpg9p5u 318 10 of of IN cord-271094-utpg9p5u 318 11 consumers consumer NNS cord-271094-utpg9p5u 318 12 buying buy VBG cord-271094-utpg9p5u 318 13 online online RB cord-271094-utpg9p5u 318 14 and and CC cord-271094-utpg9p5u 318 15 taking take VBG cord-271094-utpg9p5u 318 16 as as IN cord-271094-utpg9p5u 318 17 reference reference NN cord-271094-utpg9p5u 318 18 their -PRON- PRP$ cord-271094-utpg9p5u 318 19 behaviour behaviour NN cord-271094-utpg9p5u 318 20 offline offline JJ cord-271094-utpg9p5u 318 21 with with IN cord-271094-utpg9p5u 318 22 respect respect NN cord-271094-utpg9p5u 318 23 to to IN cord-271094-utpg9p5u 318 24 their -PRON- PRP$ cord-271094-utpg9p5u 318 25 favourite favourite JJ cord-271094-utpg9p5u 318 26 brick brick NN cord-271094-utpg9p5u 318 27 and and CC cord-271094-utpg9p5u 318 28 mortar mortar NN cord-271094-utpg9p5u 318 29 brand brand NN cord-271094-utpg9p5u 318 30 ( ( -LRB- cord-271094-utpg9p5u 318 31 Melis Melis NNP cord-271094-utpg9p5u 318 32 et et NNP cord-271094-utpg9p5u 318 33 al al NNP cord-271094-utpg9p5u 318 34 . . NNP cord-271094-utpg9p5u 318 35 , , , cord-271094-utpg9p5u 318 36 2015 2015 CD cord-271094-utpg9p5u 318 37 ) ) -RRB- cord-271094-utpg9p5u 318 38 and and CC cord-271094-utpg9p5u 318 39 the the DT cord-271094-utpg9p5u 318 40 successive successive JJ cord-271094-utpg9p5u 318 41 adaptation adaptation NN cord-271094-utpg9p5u 318 42 of of IN cord-271094-utpg9p5u 318 43 behaviour behaviour NN cord-271094-utpg9p5u 318 44 online online RB cord-271094-utpg9p5u 319 1 ( ( -LRB- cord-271094-utpg9p5u 319 2 Moe Moe NNP cord-271094-utpg9p5u 319 3 and and CC cord-271094-utpg9p5u 319 4 Fader Fader NNP cord-271094-utpg9p5u 319 5 , , , cord-271094-utpg9p5u 319 6 2004 2004 CD cord-271094-utpg9p5u 319 7 ) ) -RRB- cord-271094-utpg9p5u 319 8 . . . cord-271094-utpg9p5u 320 1 Hence hence RB cord-271094-utpg9p5u 320 2 , , , cord-271094-utpg9p5u 320 3 as as IN cord-271094-utpg9p5u 320 4 CM cm NN cord-271094-utpg9p5u 320 5 firms firm NNS cord-271094-utpg9p5u 320 6 become become VBP cord-271094-utpg9p5u 320 7 more more RBR cord-271094-utpg9p5u 320 8 experienced experienced JJ cord-271094-utpg9p5u 320 9 in in IN cord-271094-utpg9p5u 320 10 DIM dim NN cord-271094-utpg9p5u 320 11 the the DT cord-271094-utpg9p5u 320 12 differences difference NNS cord-271094-utpg9p5u 320 13 are be VBP cord-271094-utpg9p5u 320 14 expected expect VBN cord-271094-utpg9p5u 320 15 to to TO cord-271094-utpg9p5u 320 16 vanish vanish VB cord-271094-utpg9p5u 320 17 . . . cord-271094-utpg9p5u 321 1 This this DT cord-271094-utpg9p5u 321 2 evolution evolution NN cord-271094-utpg9p5u 321 3 seems seem VBZ cord-271094-utpg9p5u 321 4 to to TO cord-271094-utpg9p5u 321 5 be be VB cord-271094-utpg9p5u 321 6 speed speed NN cord-271094-utpg9p5u 321 7 up up RP cord-271094-utpg9p5u 321 8 by by IN cord-271094-utpg9p5u 321 9 the the DT cord-271094-utpg9p5u 321 10 market market NN cord-271094-utpg9p5u 321 11 presence presence NN cord-271094-utpg9p5u 321 12 of of IN cord-271094-utpg9p5u 321 13 PP PP NNP cord-271094-utpg9p5u 321 14 in in IN cord-271094-utpg9p5u 321 15 the the DT cord-271094-utpg9p5u 321 16 country country NN cord-271094-utpg9p5u 321 17 , , , cord-271094-utpg9p5u 321 18 which which WDT cord-271094-utpg9p5u 321 19 may may MD cord-271094-utpg9p5u 321 20 be be VB cord-271094-utpg9p5u 321 21 considered consider VBN cord-271094-utpg9p5u 321 22 a a DT cord-271094-utpg9p5u 321 23 potential potential JJ cord-271094-utpg9p5u 321 24 threat threat NN cord-271094-utpg9p5u 321 25 by by IN cord-271094-utpg9p5u 321 26 incumbent incumbent JJ cord-271094-utpg9p5u 321 27 brick brick NN cord-271094-utpg9p5u 321 28 and and CC cord-271094-utpg9p5u 321 29 mortar mortar NN cord-271094-utpg9p5u 321 30 firms firm NNS cord-271094-utpg9p5u 321 31 . . . cord-271094-utpg9p5u 322 1 Accomodating accomodate VBG cord-271094-utpg9p5u 322 2 the the DT cord-271094-utpg9p5u 322 3 new new JJ cord-271094-utpg9p5u 322 4 rival rival NN cord-271094-utpg9p5u 322 5 in in IN cord-271094-utpg9p5u 322 6 the the DT cord-271094-utpg9p5u 322 7 country country NN cord-271094-utpg9p5u 322 8 implies imply VBZ cord-271094-utpg9p5u 322 9 a a DT cord-271094-utpg9p5u 322 10 potential potential JJ cord-271094-utpg9p5u 322 11 loss loss NN cord-271094-utpg9p5u 322 12 of of IN cord-271094-utpg9p5u 322 13 sales sale NNS cord-271094-utpg9p5u 322 14 , , , cord-271094-utpg9p5u 322 15 but but CC cord-271094-utpg9p5u 322 16 profit profit NN cord-271094-utpg9p5u 322 17 effects effect NNS cord-271094-utpg9p5u 322 18 may may MD cord-271094-utpg9p5u 322 19 be be VB cord-271094-utpg9p5u 322 20 mitigated mitigate VBN cord-271094-utpg9p5u 322 21 ( ( -LRB- cord-271094-utpg9p5u 322 22 or or CC cord-271094-utpg9p5u 322 23 even even RB cord-271094-utpg9p5u 322 24 avoided avoid VBN cord-271094-utpg9p5u 322 25 ) ) -RRB- cord-271094-utpg9p5u 322 26 by by IN cord-271094-utpg9p5u 322 27 decreasing decrease VBG cord-271094-utpg9p5u 322 28 the the DT cord-271094-utpg9p5u 322 29 necessary necessary JJ cord-271094-utpg9p5u 322 30 advertising advertising NN cord-271094-utpg9p5u 322 31 budget budget NN cord-271094-utpg9p5u 322 32 and and CC cord-271094-utpg9p5u 322 33 hence hence RB cord-271094-utpg9p5u 322 34 contribute contribute VB cord-271094-utpg9p5u 322 35 to to TO cord-271094-utpg9p5u 322 36 stay stay VB cord-271094-utpg9p5u 322 37 competitive competitive JJ cord-271094-utpg9p5u 322 38 through through IN cord-271094-utpg9p5u 322 39 DIM dim NN cord-271094-utpg9p5u 322 40 optimization optimization NN cord-271094-utpg9p5u 322 41 . . . cord-271094-utpg9p5u 323 1 A a DT cord-271094-utpg9p5u 323 2 further further JJ cord-271094-utpg9p5u 323 3 accelerator accelerator NN cord-271094-utpg9p5u 323 4 of of IN cord-271094-utpg9p5u 323 5 the the DT cord-271094-utpg9p5u 323 6 evolution evolution NN cord-271094-utpg9p5u 323 7 towards towards IN cord-271094-utpg9p5u 323 8 DIM dim NN cord-271094-utpg9p5u 323 9 implementation implementation NN cord-271094-utpg9p5u 323 10 and and CC cord-271094-utpg9p5u 323 11 optimization optimization NN cord-271094-utpg9p5u 323 12 , , , cord-271094-utpg9p5u 323 13 combining combine VBG cord-271094-utpg9p5u 323 14 the the DT cord-271094-utpg9p5u 323 15 two two CD cord-271094-utpg9p5u 323 16 previous previous JJ cord-271094-utpg9p5u 323 17 arguments argument NNS cord-271094-utpg9p5u 323 18 , , , cord-271094-utpg9p5u 323 19 is be VBZ cord-271094-utpg9p5u 323 20 supposed suppose VBN cord-271094-utpg9p5u 323 21 to to TO cord-271094-utpg9p5u 323 22 be be VB cord-271094-utpg9p5u 323 23 the the DT cord-271094-utpg9p5u 323 24 current current JJ cord-271094-utpg9p5u 323 25 Covid-19 covid-19 NN cord-271094-utpg9p5u 323 26 pandemic pandemic NN cord-271094-utpg9p5u 323 27 . . . cord-271094-utpg9p5u 324 1 As as IN cord-271094-utpg9p5u 324 2 outlined outline VBN cord-271094-utpg9p5u 324 3 in in IN cord-271094-utpg9p5u 324 4 the the DT cord-271094-utpg9p5u 324 5 introduction introduction NN cord-271094-utpg9p5u 324 6 , , , cord-271094-utpg9p5u 324 7 especially especially RB cord-271094-utpg9p5u 324 8 in in IN cord-271094-utpg9p5u 324 9 the the DT cord-271094-utpg9p5u 324 10 grocery grocery NN cord-271094-utpg9p5u 324 11 industry industry NN cord-271094-utpg9p5u 324 12 online online NN cord-271094-utpg9p5u 324 13 sales sale NNS cord-271094-utpg9p5u 324 14 have have VBP cord-271094-utpg9p5u 324 15 started start VBN cord-271094-utpg9p5u 324 16 to to TO cord-271094-utpg9p5u 324 17 skyrocket skyrocket VB cord-271094-utpg9p5u 324 18 . . . cord-271094-utpg9p5u 325 1 This this DT cord-271094-utpg9p5u 325 2 provides provide VBZ cord-271094-utpg9p5u 325 3 the the DT cord-271094-utpg9p5u 325 4 firm firm NN cord-271094-utpg9p5u 325 5 with with IN cord-271094-utpg9p5u 325 6 plenty plenty NN cord-271094-utpg9p5u 325 7 of of IN cord-271094-utpg9p5u 325 8 experience experience NN cord-271094-utpg9p5u 325 9 , , , cord-271094-utpg9p5u 325 10 and and CC cord-271094-utpg9p5u 325 11 at at IN cord-271094-utpg9p5u 325 12 the the DT cord-271094-utpg9p5u 325 13 same same JJ cord-271094-utpg9p5u 325 14 time time NN cord-271094-utpg9p5u 325 15 all all DT cord-271094-utpg9p5u 325 16 retail retail JJ cord-271094-utpg9p5u 325 17 firms firm NNS cord-271094-utpg9p5u 325 18 have have VBP cord-271094-utpg9p5u 325 19 speed speed NN cord-271094-utpg9p5u 325 20 up up RP cord-271094-utpg9p5u 325 21 the the DT cord-271094-utpg9p5u 325 22 digital digital JJ cord-271094-utpg9p5u 325 23 transformation transformation NN cord-271094-utpg9p5u 325 24 implying imply VBG cord-271094-utpg9p5u 325 25 " " `` cord-271094-utpg9p5u 325 26 new new JJ cord-271094-utpg9p5u 325 27 players player NNS cord-271094-utpg9p5u 325 28 " " '' cord-271094-utpg9p5u 325 29 in in IN cord-271094-utpg9p5u 325 30 the the DT cord-271094-utpg9p5u 325 31 online online JJ cord-271094-utpg9p5u 325 32 market market NN cord-271094-utpg9p5u 325 33 . . . cord-271094-utpg9p5u 326 1 With with IN cord-271094-utpg9p5u 326 2 experience experience NN cord-271094-utpg9p5u 326 3 on on IN cord-271094-utpg9p5u 326 4 the the DT cord-271094-utpg9p5u 326 5 firm firm NN cord-271094-utpg9p5u 326 6 - - HYPH cord-271094-utpg9p5u 326 7 and and CC cord-271094-utpg9p5u 326 8 consumer consumer NN cord-271094-utpg9p5u 326 9 - - HYPH cord-271094-utpg9p5u 326 10 side side NN cord-271094-utpg9p5u 326 11 , , , cord-271094-utpg9p5u 326 12 that that RB cord-271094-utpg9p5u 326 13 is is RB cord-271094-utpg9p5u 326 14 , , , cord-271094-utpg9p5u 326 15 a a DT cord-271094-utpg9p5u 326 16 consolidated consolidated JJ cord-271094-utpg9p5u 326 17 e e NN cord-271094-utpg9p5u 326 18 - - NN cord-271094-utpg9p5u 326 19 commerce commerce NN cord-271094-utpg9p5u 326 20 in in IN cord-271094-utpg9p5u 326 21 the the DT cord-271094-utpg9p5u 326 22 grocey grocey NNP cord-271094-utpg9p5u 326 23 industry industry NN cord-271094-utpg9p5u 326 24 , , , cord-271094-utpg9p5u 326 25 also also RB cord-271094-utpg9p5u 326 26 differences difference NNS cord-271094-utpg9p5u 326 27 in in IN cord-271094-utpg9p5u 326 28 the the DT cord-271094-utpg9p5u 326 29 DIM dim NN cord-271094-utpg9p5u 326 30 cost cost NN cord-271094-utpg9p5u 326 31 structure structure NN cord-271094-utpg9p5u 326 32 across across IN cord-271094-utpg9p5u 326 33 firms firm NNS cord-271094-utpg9p5u 326 34 are be VBP cord-271094-utpg9p5u 326 35 expected expect VBN cord-271094-utpg9p5u 326 36 to to TO cord-271094-utpg9p5u 326 37 vanish vanish VB cord-271094-utpg9p5u 326 38 , , , cord-271094-utpg9p5u 326 39 as as IN cord-271094-utpg9p5u 326 40 we -PRON- PRP cord-271094-utpg9p5u 326 41 see see VBP cord-271094-utpg9p5u 326 42 it -PRON- PRP cord-271094-utpg9p5u 326 43 already already RB cord-271094-utpg9p5u 326 44 in in IN cord-271094-utpg9p5u 326 45 the the DT cord-271094-utpg9p5u 326 46 US US NNP cord-271094-utpg9p5u 326 47 market market NN cord-271094-utpg9p5u 326 48 . . . cord-271094-utpg9p5u 327 1 Likewise likewise RB cord-271094-utpg9p5u 327 2 , , , cord-271094-utpg9p5u 327 3 in in IN cord-271094-utpg9p5u 327 4 terms term NNS cord-271094-utpg9p5u 327 5 of of IN cord-271094-utpg9p5u 327 6 the the DT cord-271094-utpg9p5u 327 7 conversion conversion NN cord-271094-utpg9p5u 327 8 at at IN cord-271094-utpg9p5u 327 9 a a DT cord-271094-utpg9p5u 327 10 visit visit NN cord-271094-utpg9p5u 327 11 by by IN cord-271094-utpg9p5u 327 12 visit visit NN cord-271094-utpg9p5u 327 13 basis basis NN cord-271094-utpg9p5u 327 14 , , , cord-271094-utpg9p5u 327 15 the the DT cord-271094-utpg9p5u 327 16 considered consider VBN cord-271094-utpg9p5u 327 17 pure pure JJ cord-271094-utpg9p5u 327 18 players player NNS cord-271094-utpg9p5u 327 19 , , , cord-271094-utpg9p5u 327 20 born bear VBN cord-271094-utpg9p5u 327 21 in in IN cord-271094-utpg9p5u 327 22 the the DT cord-271094-utpg9p5u 327 23 USA USA NNP cord-271094-utpg9p5u 327 24 , , , cord-271094-utpg9p5u 327 25 show show VBP cord-271094-utpg9p5u 327 26 a a DT cord-271094-utpg9p5u 327 27 lower low JJR cord-271094-utpg9p5u 327 28 rate rate NN cord-271094-utpg9p5u 327 29 , , , cord-271094-utpg9p5u 327 30 which which WDT cord-271094-utpg9p5u 327 31 is be VBZ cord-271094-utpg9p5u 327 32 Notation notation NN cord-271094-utpg9p5u 327 33 : : : cord-271094-utpg9p5u 327 34 The the DT cord-271094-utpg9p5u 327 35 marginal marginal JJ cord-271094-utpg9p5u 327 36 cost cost NN cord-271094-utpg9p5u 327 37 can can MD cord-271094-utpg9p5u 327 38 not not RB cord-271094-utpg9p5u 327 39 be be VB cord-271094-utpg9p5u 327 40 calculated calculate VBN cord-271094-utpg9p5u 327 41 when when WRB cord-271094-utpg9p5u 327 42 the the DT cord-271094-utpg9p5u 327 43 firm firm NN cord-271094-utpg9p5u 327 44 does do VBZ cord-271094-utpg9p5u 327 45 not not RB cord-271094-utpg9p5u 327 46 generate generate VB cord-271094-utpg9p5u 327 47 any any DT cord-271094-utpg9p5u 327 48 traffic traffic NN cord-271094-utpg9p5u 327 49 through through IN cord-271094-utpg9p5u 327 50 SEM SEM NNP cord-271094-utpg9p5u 327 51 activities activity NNS cord-271094-utpg9p5u 327 52 during during IN cord-271094-utpg9p5u 327 53 the the DT cord-271094-utpg9p5u 327 54 two two CD cord-271094-utpg9p5u 327 55 following follow VBG cord-271094-utpg9p5u 327 56 years year NNS cord-271094-utpg9p5u 327 57 . . . cord-271094-utpg9p5u 328 1 ⁎ ⁎ NNP cord-271094-utpg9p5u 329 1 Amazon Amazon NNP cord-271094-utpg9p5u 329 2 reported report VBD cord-271094-utpg9p5u 329 3 data datum NNS cord-271094-utpg9p5u 329 4 are be VBP cord-271094-utpg9p5u 329 5 for for IN cord-271094-utpg9p5u 329 6 the the DT cord-271094-utpg9p5u 329 7 retailer retailer NN cord-271094-utpg9p5u 329 8 in in IN cord-271094-utpg9p5u 329 9 total total NN cord-271094-utpg9p5u 329 10 , , , cord-271094-utpg9p5u 329 11 not not RB cord-271094-utpg9p5u 329 12 the the DT cord-271094-utpg9p5u 329 13 grocery grocery NN cord-271094-utpg9p5u 329 14 segment segment NN cord-271094-utpg9p5u 329 15 . . . cord-271094-utpg9p5u 330 1 • • NNP cord-271094-utpg9p5u 331 1 Amazon Amazon NNP cord-271094-utpg9p5u 331 2 has have VBZ cord-271094-utpg9p5u 331 3 no no DT cord-271094-utpg9p5u 331 4 own own JJ cord-271094-utpg9p5u 331 5 website website NN cord-271094-utpg9p5u 331 6 . . . cord-271094-utpg9p5u 332 1 Shipping shipping NN cord-271094-utpg9p5u 332 2 of of IN cord-271094-utpg9p5u 332 3 some some DT cord-271094-utpg9p5u 332 4 products product NNS cord-271094-utpg9p5u 332 5 from from IN cord-271094-utpg9p5u 332 6 Amazon.com Amazon.com NNP cord-271094-utpg9p5u 332 7 . . . cord-271094-utpg9p5u 333 1 + + CC cord-271094-utpg9p5u 334 1 Outlier outlier JJ cord-271094-utpg9p5u 334 2 in in IN cord-271094-utpg9p5u 334 3 2018 2018 CD cord-271094-utpg9p5u 334 4 . . . cord-271094-utpg9p5u 335 1 In in IN cord-271094-utpg9p5u 335 2 general general JJ cord-271094-utpg9p5u 335 3 , , , cord-271094-utpg9p5u 335 4 Tesco Tesco NNP cord-271094-utpg9p5u 335 5 shows show VBZ cord-271094-utpg9p5u 335 6 a a DT cord-271094-utpg9p5u 335 7 high high JJ cord-271094-utpg9p5u 335 8 DIM dim NN cord-271094-utpg9p5u 335 9 - - HYPH cord-271094-utpg9p5u 335 10 efficiency efficiency NN cord-271094-utpg9p5u 335 11 ( ( -LRB- cord-271094-utpg9p5u 335 12 2019 2019 CD cord-271094-utpg9p5u 335 13 : : : cord-271094-utpg9p5u 335 14 0,00 0,00 LS cord-271094-utpg9p5u 335 15 ) ) -RRB- cord-271094-utpg9p5u 335 16 . . . cord-271094-utpg9p5u 336 1 A. A. NNP cord-271094-utpg9p5u 336 2 Erdmann Erdmann NNP cord-271094-utpg9p5u 336 3 and and CC cord-271094-utpg9p5u 336 4 J.M. J.M. NNP cord-271094-utpg9p5u 336 5 Ponzoa Ponzoa NNP cord-271094-utpg9p5u 336 6 Technological Technological NNP cord-271094-utpg9p5u 336 7 Forecasting Forecasting NNP cord-271094-utpg9p5u 336 8 & & CC cord-271094-utpg9p5u 336 9 Social Social NNP cord-271094-utpg9p5u 336 10 Change Change NNP cord-271094-utpg9p5u 336 11 162 162 CD cord-271094-utpg9p5u 336 12 ( ( -LRB- cord-271094-utpg9p5u 336 13 2021 2021 CD cord-271094-utpg9p5u 336 14 ) ) -RRB- cord-271094-utpg9p5u 336 15 120373 120373 CD cord-271094-utpg9p5u 336 16 interpreted interpret VBD cord-271094-utpg9p5u 336 17 as as IN cord-271094-utpg9p5u 336 18 a a DT cord-271094-utpg9p5u 336 19 result result NN cord-271094-utpg9p5u 336 20 of of IN cord-271094-utpg9p5u 336 21 diminishing diminish VBG cord-271094-utpg9p5u 336 22 returns return NNS cord-271094-utpg9p5u 336 23 in in IN cord-271094-utpg9p5u 336 24 the the DT cord-271094-utpg9p5u 336 25 sense sense NN cord-271094-utpg9p5u 336 26 of of IN cord-271094-utpg9p5u 336 27 the the DT cord-271094-utpg9p5u 336 28 established establish VBN cord-271094-utpg9p5u 336 29 model model NN cord-271094-utpg9p5u 336 30 as as IN cord-271094-utpg9p5u 336 31 website website NN cord-271094-utpg9p5u 336 32 traffic traffic NN cord-271094-utpg9p5u 336 33 increases increase NNS cord-271094-utpg9p5u 336 34 . . . cord-271094-utpg9p5u 337 1 This this DT cord-271094-utpg9p5u 337 2 is be VBZ cord-271094-utpg9p5u 337 3 coherent coherent JJ cord-271094-utpg9p5u 337 4 with with IN cord-271094-utpg9p5u 337 5 the the DT cord-271094-utpg9p5u 337 6 findings finding NNS cord-271094-utpg9p5u 337 7 in in IN cord-271094-utpg9p5u 337 8 the the DT cord-271094-utpg9p5u 337 9 literature literature NN cord-271094-utpg9p5u 337 10 that that IN cord-271094-utpg9p5u 337 11 pure pure JJ cord-271094-utpg9p5u 337 12 players player NNS cord-271094-utpg9p5u 337 13 show show VBP cord-271094-utpg9p5u 337 14 a a DT cord-271094-utpg9p5u 337 15 higher high JJR cord-271094-utpg9p5u 337 16 organic organic JJ cord-271094-utpg9p5u 337 17 traffic traffic NN cord-271094-utpg9p5u 337 18 share share NN cord-271094-utpg9p5u 337 19 than than IN cord-271094-utpg9p5u 337 20 brick brick NN cord-271094-utpg9p5u 337 21 and and CC cord-271094-utpg9p5u 337 22 mortar mortar NN cord-271094-utpg9p5u 337 23 firms firm NNS cord-271094-utpg9p5u 337 24 ( ( -LRB- cord-271094-utpg9p5u 337 25 Baye Baye NNP cord-271094-utpg9p5u 337 26 et et NNP cord-271094-utpg9p5u 337 27 al al NNP cord-271094-utpg9p5u 337 28 . . NNP cord-271094-utpg9p5u 337 29 , , , cord-271094-utpg9p5u 337 30 2015 2015 CD cord-271094-utpg9p5u 337 31 ) ) -RRB- cord-271094-utpg9p5u 337 32 . . . cord-271094-utpg9p5u 338 1 Currently currently RB cord-271094-utpg9p5u 338 2 we -PRON- PRP cord-271094-utpg9p5u 338 3 are be VBP cord-271094-utpg9p5u 338 4 also also RB cord-271094-utpg9p5u 338 5 observing observe VBG cord-271094-utpg9p5u 338 6 pure pure JJ cord-271094-utpg9p5u 338 7 players player NNS cord-271094-utpg9p5u 338 8 becoming become VBG cord-271094-utpg9p5u 338 9 click click NN cord-271094-utpg9p5u 338 10 - - HYPH cord-271094-utpg9p5u 338 11 andmortar andmortar NN cord-271094-utpg9p5u 338 12 players player NNS cord-271094-utpg9p5u 338 13 ( ( -LRB- cord-271094-utpg9p5u 338 14 example example NN cord-271094-utpg9p5u 338 15 Amazon Amazon NNP cord-271094-utpg9p5u 338 16 ) ) -RRB- cord-271094-utpg9p5u 338 17 , , , cord-271094-utpg9p5u 338 18 such such JJ cord-271094-utpg9p5u 338 19 that that IN cord-271094-utpg9p5u 338 20 it -PRON- PRP cord-271094-utpg9p5u 338 21 would would MD cord-271094-utpg9p5u 338 22 be be VB cord-271094-utpg9p5u 338 23 interesting interesting JJ cord-271094-utpg9p5u 338 24 in in IN cord-271094-utpg9p5u 338 25 the the DT cord-271094-utpg9p5u 338 26 future future NN cord-271094-utpg9p5u 338 27 to to TO cord-271094-utpg9p5u 338 28 follow follow VB cord-271094-utpg9p5u 338 29 up up RP cord-271094-utpg9p5u 338 30 whether whether IN cord-271094-utpg9p5u 338 31 the the DT cord-271094-utpg9p5u 338 32 PP PP NNP cord-271094-utpg9p5u 338 33 keep keep VBP cord-271094-utpg9p5u 338 34 on on RP cord-271094-utpg9p5u 338 35 advertising advertising NN cord-271094-utpg9p5u 338 36 at at IN cord-271094-utpg9p5u 338 37 a a DT cord-271094-utpg9p5u 338 38 stable stable JJ cord-271094-utpg9p5u 338 39 DIM dim JJ cord-271094-utpg9p5u 338 40 efficiency efficiency NN cord-271094-utpg9p5u 338 41 level level NN cord-271094-utpg9p5u 338 42 or or CC cord-271094-utpg9p5u 338 43 whether whether IN cord-271094-utpg9p5u 338 44 the the DT cord-271094-utpg9p5u 338 45 brick brick NN cord-271094-utpg9p5u 338 46 and and CC cord-271094-utpg9p5u 338 47 mortar mortar NN cord-271094-utpg9p5u 338 48 business business NN cord-271094-utpg9p5u 338 49 implies imply VBZ cord-271094-utpg9p5u 338 50 more more RBR cord-271094-utpg9p5u 338 51 idiosynchratic idiosynchratic JJ cord-271094-utpg9p5u 338 52 shocks shock NNS cord-271094-utpg9p5u 338 53 . . . cord-271094-utpg9p5u 339 1 The the DT cord-271094-utpg9p5u 339 2 application application NN cord-271094-utpg9p5u 339 3 of of IN cord-271094-utpg9p5u 339 4 marginal marginal JJ cord-271094-utpg9p5u 339 5 analysis analysis NN cord-271094-utpg9p5u 339 6 to to IN cord-271094-utpg9p5u 339 7 the the DT cord-271094-utpg9p5u 339 8 optimization optimization NN cord-271094-utpg9p5u 339 9 of of IN cord-271094-utpg9p5u 339 10 the the DT cord-271094-utpg9p5u 339 11 DIM dim NN cord-271094-utpg9p5u 339 12 budget budget NN cord-271094-utpg9p5u 339 13 depends depend VBZ cord-271094-utpg9p5u 339 14 on on IN cord-271094-utpg9p5u 339 15 the the DT cord-271094-utpg9p5u 339 16 identification identification NN cord-271094-utpg9p5u 339 17 of of IN cord-271094-utpg9p5u 339 18 marginal marginal JJ cord-271094-utpg9p5u 339 19 costs cost NNS cord-271094-utpg9p5u 339 20 , , , cord-271094-utpg9p5u 339 21 where where WRB cord-271094-utpg9p5u 339 22 three three CD cord-271094-utpg9p5u 339 23 main main JJ cord-271094-utpg9p5u 339 24 challenges challenge NNS cord-271094-utpg9p5u 339 25 arise arise VBP cord-271094-utpg9p5u 339 26 : : : cord-271094-utpg9p5u 339 27 I. i. NN cord-271094-utpg9p5u 340 1 The the DT cord-271094-utpg9p5u 340 2 requirement requirement NN cord-271094-utpg9p5u 340 3 to to TO cord-271094-utpg9p5u 340 4 identify identify VB cord-271094-utpg9p5u 340 5 , , , cord-271094-utpg9p5u 340 6 in in IN cord-271094-utpg9p5u 340 7 addition addition NN cord-271094-utpg9p5u 340 8 to to IN cord-271094-utpg9p5u 340 9 explicit explicit JJ cord-271094-utpg9p5u 340 10 costs cost NNS cord-271094-utpg9p5u 340 11 , , , cord-271094-utpg9p5u 340 12 the the DT cord-271094-utpg9p5u 340 13 opportunity opportunity NN cord-271094-utpg9p5u 340 14 costs cost NNS cord-271094-utpg9p5u 340 15 . . . cord-271094-utpg9p5u 341 1 This this DT cord-271094-utpg9p5u 341 2 is be VBZ cord-271094-utpg9p5u 341 3 especially especially RB cord-271094-utpg9p5u 341 4 relevant relevant JJ cord-271094-utpg9p5u 341 5 in in IN cord-271094-utpg9p5u 341 6 the the DT cord-271094-utpg9p5u 341 7 case case NN cord-271094-utpg9p5u 341 8 of of IN cord-271094-utpg9p5u 341 9 SEO SEO NNP cord-271094-utpg9p5u 341 10 , , , cord-271094-utpg9p5u 341 11 for for IN cord-271094-utpg9p5u 341 12 which which WDT cord-271094-utpg9p5u 341 13 an an DT cord-271094-utpg9p5u 341 14 explicit explicit JJ cord-271094-utpg9p5u 341 15 variable variable JJ cord-271094-utpg9p5u 341 16 cost cost NN cord-271094-utpg9p5u 341 17 ( ( -LRB- cord-271094-utpg9p5u 341 18 or or CC cord-271094-utpg9p5u 341 19 direct direct JJ cord-271094-utpg9p5u 341 20 cost cost NN cord-271094-utpg9p5u 341 21 ) ) -RRB- cord-271094-utpg9p5u 341 22 can can MD cord-271094-utpg9p5u 341 23 not not RB cord-271094-utpg9p5u 341 24 be be VB cord-271094-utpg9p5u 341 25 attributedor attributedor NNP cord-271094-utpg9p5u 341 26 simply simply RB cord-271094-utpg9p5u 341 27 through through IN cord-271094-utpg9p5u 341 28 indirect indirect JJ cord-271094-utpg9p5u 341 29 labor labor NN cord-271094-utpg9p5u 341 30 and and CC cord-271094-utpg9p5u 341 31 structural structural JJ cord-271094-utpg9p5u 341 32 costs cost NNS cord-271094-utpg9p5u 341 33 . . . cord-271094-utpg9p5u 342 1 However however RB cord-271094-utpg9p5u 342 2 , , , cord-271094-utpg9p5u 342 3 from from IN cord-271094-utpg9p5u 342 4 an an DT cord-271094-utpg9p5u 342 5 economic economic JJ cord-271094-utpg9p5u 342 6 perspective perspective NN cord-271094-utpg9p5u 342 7 , , , cord-271094-utpg9p5u 342 8 we -PRON- PRP cord-271094-utpg9p5u 342 9 argue argue VBP cord-271094-utpg9p5u 342 10 that that IN cord-271094-utpg9p5u 342 11 website website NN cord-271094-utpg9p5u 342 12 traffic traffic NN cord-271094-utpg9p5u 342 13 generated generate VBN cord-271094-utpg9p5u 342 14 from from IN cord-271094-utpg9p5u 342 15 SEO SEO NNP cord-271094-utpg9p5u 342 16 could could MD cord-271094-utpg9p5u 342 17 be be VB cord-271094-utpg9p5u 342 18 alternatively alternatively RB cord-271094-utpg9p5u 342 19 generated generate VBN cord-271094-utpg9p5u 342 20 through through IN cord-271094-utpg9p5u 342 21 a a DT cord-271094-utpg9p5u 342 22 paid pay VBN cord-271094-utpg9p5u 342 23 search search NN cord-271094-utpg9p5u 342 24 and and CC cord-271094-utpg9p5u 342 25 , , , cord-271094-utpg9p5u 342 26 therefore therefore RB cord-271094-utpg9p5u 342 27 , , , cord-271094-utpg9p5u 342 28 implies imply VBZ cord-271094-utpg9p5u 342 29 an an DT cord-271094-utpg9p5u 342 30 implicit implicit JJ cord-271094-utpg9p5u 342 31 cost cost NN cord-271094-utpg9p5u 342 32 ( ( -LRB- cord-271094-utpg9p5u 342 33 opportunity opportunity NN cord-271094-utpg9p5u 342 34 cost cost NN cord-271094-utpg9p5u 342 35 ) ) -RRB- cord-271094-utpg9p5u 342 36 , , , cord-271094-utpg9p5u 342 37 which which WDT cord-271094-utpg9p5u 342 38 is be VBZ cord-271094-utpg9p5u 342 39 estimated estimate VBN cord-271094-utpg9p5u 342 40 through through IN cord-271094-utpg9p5u 342 41 software software NN cord-271094-utpg9p5u 342 42 solutions solution NNS cord-271094-utpg9p5u 342 43 such such JJ cord-271094-utpg9p5u 342 44 as as IN cord-271094-utpg9p5u 342 45 SEMrush SEMrush NNP cord-271094-utpg9p5u 342 46 and and CC cord-271094-utpg9p5u 342 47 should should MD cord-271094-utpg9p5u 342 48 be be VB cord-271094-utpg9p5u 342 49 considered consider VBN cord-271094-utpg9p5u 342 50 in in IN cord-271094-utpg9p5u 342 51 the the DT cord-271094-utpg9p5u 342 52 optimization optimization NN cord-271094-utpg9p5u 342 53 of of IN cord-271094-utpg9p5u 342 54 the the DT cord-271094-utpg9p5u 342 55 use use NN cord-271094-utpg9p5u 342 56 of of IN cord-271094-utpg9p5u 342 57 DIM dim NN cord-271094-utpg9p5u 342 58 techniques technique NNS cord-271094-utpg9p5u 342 59 . . . cord-271094-utpg9p5u 343 1 II II NNP cord-271094-utpg9p5u 343 2 . . . cord-271094-utpg9p5u 344 1 Consider consider VB cord-271094-utpg9p5u 344 2 that that IN cord-271094-utpg9p5u 344 3 DIM dim JJ cord-271094-utpg9p5u 344 4 activities activity NNS cord-271094-utpg9p5u 344 5 may may MD cord-271094-utpg9p5u 344 6 have have VB cord-271094-utpg9p5u 344 7 a a DT cord-271094-utpg9p5u 344 8 fixed fix VBN cord-271094-utpg9p5u 344 9 component component NN cord-271094-utpg9p5u 344 10 and and CC cord-271094-utpg9p5u 344 11 a a DT cord-271094-utpg9p5u 344 12 variable variable JJ cord-271094-utpg9p5u 344 13 component component NN cord-271094-utpg9p5u 344 14 ( ( -LRB- cord-271094-utpg9p5u 344 15 cost cost NN cord-271094-utpg9p5u 344 16 per per IN cord-271094-utpg9p5u 344 17 click click NN cord-271094-utpg9p5u 344 18 or or CC cord-271094-utpg9p5u 344 19 access access VB cord-271094-utpg9p5u 344 20 to to IN cord-271094-utpg9p5u 344 21 a a DT cord-271094-utpg9p5u 344 22 link link NN cord-271094-utpg9p5u 344 23 ) ) -RRB- cord-271094-utpg9p5u 344 24 that that WDT cord-271094-utpg9p5u 344 25 should should MD cord-271094-utpg9p5u 344 26 be be VB cord-271094-utpg9p5u 344 27 separated separate VBN cord-271094-utpg9p5u 344 28 from from IN cord-271094-utpg9p5u 344 29 the the DT cord-271094-utpg9p5u 344 30 total total JJ cord-271094-utpg9p5u 344 31 advertising advertising NN cord-271094-utpg9p5u 344 32 budget budget NN cord-271094-utpg9p5u 344 33 ( ( -LRB- cord-271094-utpg9p5u 344 34 Hu Hu NNP cord-271094-utpg9p5u 344 35 et et FW cord-271094-utpg9p5u 344 36 al al NNP cord-271094-utpg9p5u 344 37 . . NNP cord-271094-utpg9p5u 344 38 , , , cord-271094-utpg9p5u 344 39 2016 2016 CD cord-271094-utpg9p5u 344 40 ; ; : cord-271094-utpg9p5u 344 41 Phippen Phippen NNP cord-271094-utpg9p5u 344 42 et et NNP cord-271094-utpg9p5u 344 43 al al NNP cord-271094-utpg9p5u 344 44 . . NNP cord-271094-utpg9p5u 344 45 , , , cord-271094-utpg9p5u 344 46 2004 2004 CD cord-271094-utpg9p5u 344 47 ) ) -RRB- cord-271094-utpg9p5u 344 48 . . . cord-271094-utpg9p5u 345 1 The the DT cord-271094-utpg9p5u 345 2 use use NN cord-271094-utpg9p5u 345 3 of of IN cord-271094-utpg9p5u 345 4 an an DT cord-271094-utpg9p5u 345 5 optimization optimization NN cord-271094-utpg9p5u 345 6 model model NN cord-271094-utpg9p5u 345 7 for for IN cord-271094-utpg9p5u 345 8 the the DT cord-271094-utpg9p5u 345 9 DIM dim JJ cord-271094-utpg9p5u 345 10 cost cost NN cord-271094-utpg9p5u 345 11 is be VBZ cord-271094-utpg9p5u 345 12 influenced influence VBN cord-271094-utpg9p5u 345 13 by by IN cord-271094-utpg9p5u 345 14 three three CD cord-271094-utpg9p5u 345 15 main main JJ cord-271094-utpg9p5u 345 16 components component NNS cord-271094-utpg9p5u 345 17 , , , cord-271094-utpg9p5u 345 18 in in IN cord-271094-utpg9p5u 345 19 addition addition NN cord-271094-utpg9p5u 345 20 to to IN cord-271094-utpg9p5u 345 21 the the DT cord-271094-utpg9p5u 345 22 choice choice NN cord-271094-utpg9p5u 345 23 and and CC cord-271094-utpg9p5u 345 24 application application NN cord-271094-utpg9p5u 345 25 of of IN cord-271094-utpg9p5u 345 26 the the DT cord-271094-utpg9p5u 345 27 economic economic JJ cord-271094-utpg9p5u 345 28 control control NN cord-271094-utpg9p5u 345 29 and and CC cord-271094-utpg9p5u 345 30 measurement measurement NN cord-271094-utpg9p5u 345 31 model model NN cord-271094-utpg9p5u 345 32 . . . cord-271094-utpg9p5u 346 1 These these DT cord-271094-utpg9p5u 346 2 components component NNS cord-271094-utpg9p5u 346 3 can can MD cord-271094-utpg9p5u 346 4 be be VB cord-271094-utpg9p5u 346 5 deduced deduce VBN cord-271094-utpg9p5u 346 6 from from IN cord-271094-utpg9p5u 346 7 the the DT cord-271094-utpg9p5u 346 8 analysis analysis NN cord-271094-utpg9p5u 346 9 of of IN cord-271094-utpg9p5u 346 10 the the DT cord-271094-utpg9p5u 346 11 results result NNS cord-271094-utpg9p5u 346 12 : : : cord-271094-utpg9p5u 346 13 III III NNP cord-271094-utpg9p5u 346 14 . . . cord-271094-utpg9p5u 347 1 The the DT cord-271094-utpg9p5u 347 2 knowledge knowledge NN cord-271094-utpg9p5u 347 3 and and CC cord-271094-utpg9p5u 347 4 management management NN cord-271094-utpg9p5u 347 5 of of IN cord-271094-utpg9p5u 347 6 the the DT cord-271094-utpg9p5u 347 7 technology technology NN cord-271094-utpg9p5u 347 8 on on IN cord-271094-utpg9p5u 347 9 which which WDT cord-271094-utpg9p5u 347 10 SEO SEO NNP cord-271094-utpg9p5u 347 11 and and CC cord-271094-utpg9p5u 347 12 SEM SEM NNP cord-271094-utpg9p5u 347 13 techniques technique NNS cord-271094-utpg9p5u 347 14 are be VBP cord-271094-utpg9p5u 347 15 based base VBN cord-271094-utpg9p5u 347 16 , , , cord-271094-utpg9p5u 347 17 influenced influence VBN cord-271094-utpg9p5u 347 18 by by IN cord-271094-utpg9p5u 347 19 the the DT cord-271094-utpg9p5u 347 20 application application NN cord-271094-utpg9p5u 347 21 of of IN cord-271094-utpg9p5u 347 22 keyword keyword NN cord-271094-utpg9p5u 347 23 search search NN cord-271094-utpg9p5u 347 24 algorithms algorithm NNS cord-271094-utpg9p5u 347 25 in in IN cord-271094-utpg9p5u 347 26 search search NN cord-271094-utpg9p5u 347 27 engines engine NNS cord-271094-utpg9p5u 347 28 , , , cord-271094-utpg9p5u 347 29 and and CC cord-271094-utpg9p5u 347 30 , , , cord-271094-utpg9p5u 347 31 in in IN cord-271094-utpg9p5u 347 32 general general JJ cord-271094-utpg9p5u 347 33 , , , cord-271094-utpg9p5u 347 34 by by IN cord-271094-utpg9p5u 347 35 the the DT cord-271094-utpg9p5u 347 36 Internet internet NN cord-271094-utpg9p5u 347 37 ecosystem ecosystem NN cord-271094-utpg9p5u 347 38 . . . cord-271094-utpg9p5u 348 1 The the DT cord-271094-utpg9p5u 348 2 fact fact NN cord-271094-utpg9p5u 348 3 that that IN cord-271094-utpg9p5u 348 4 PPs pp NNS cord-271094-utpg9p5u 348 5 obtain obtain VBP cord-271094-utpg9p5u 348 6 a a DT cord-271094-utpg9p5u 348 7 competitive competitive JJ cord-271094-utpg9p5u 348 8 advantage advantage NN cord-271094-utpg9p5u 348 9 in in IN cord-271094-utpg9p5u 348 10 the the DT cord-271094-utpg9p5u 348 11 efficient efficient JJ cord-271094-utpg9p5u 348 12 application application NN cord-271094-utpg9p5u 348 13 of of IN cord-271094-utpg9p5u 348 14 DIM dim JJ cord-271094-utpg9p5u 348 15 techniques technique NNS cord-271094-utpg9p5u 348 16 with with IN cord-271094-utpg9p5u 348 17 respect respect NN cord-271094-utpg9p5u 348 18 to to IN cord-271094-utpg9p5u 348 19 CM CM NNP cord-271094-utpg9p5u 348 20 indicates indicate VBZ cord-271094-utpg9p5u 348 21 a a DT cord-271094-utpg9p5u 348 22 better well JJR cord-271094-utpg9p5u 348 23 management management NN cord-271094-utpg9p5u 348 24 knowledge knowledge NN cord-271094-utpg9p5u 348 25 of of IN cord-271094-utpg9p5u 348 26 DIM dim JJ cord-271094-utpg9p5u 348 27 techniques technique NNS cord-271094-utpg9p5u 348 28 and and CC cord-271094-utpg9p5u 348 29 , , , cord-271094-utpg9p5u 348 30 therefore therefore RB cord-271094-utpg9p5u 348 31 , , , cord-271094-utpg9p5u 348 32 their -PRON- PRP$ cord-271094-utpg9p5u 348 33 better well JJR cord-271094-utpg9p5u 348 34 application application NN cord-271094-utpg9p5u 348 35 . . . cord-271094-utpg9p5u 349 1 It -PRON- PRP cord-271094-utpg9p5u 349 2 is be VBZ cord-271094-utpg9p5u 349 3 known know VBN cord-271094-utpg9p5u 349 4 that that IN cord-271094-utpg9p5u 349 5 innovation innovation NN cord-271094-utpg9p5u 349 6 and and CC cord-271094-utpg9p5u 349 7 technology technology NN cord-271094-utpg9p5u 349 8 adoption adoption NN cord-271094-utpg9p5u 349 9 , , , cord-271094-utpg9p5u 349 10 unlike unlike IN cord-271094-utpg9p5u 349 11 other other JJ cord-271094-utpg9p5u 349 12 sectors sector NNS cord-271094-utpg9p5u 349 13 , , , cord-271094-utpg9p5u 349 14 has have VBZ cord-271094-utpg9p5u 349 15 never never RB cord-271094-utpg9p5u 349 16 been be VBN cord-271094-utpg9p5u 349 17 one one CD cord-271094-utpg9p5u 349 18 of of IN cord-271094-utpg9p5u 349 19 the the DT cord-271094-utpg9p5u 349 20 main main JJ cord-271094-utpg9p5u 349 21 assets asset NNS cord-271094-utpg9p5u 349 22 of of IN cord-271094-utpg9p5u 349 23 traditional traditional JJ cord-271094-utpg9p5u 349 24 retailing retailing NN cord-271094-utpg9p5u 349 25 ( ( -LRB- cord-271094-utpg9p5u 349 26 now now RB cord-271094-utpg9p5u 349 27 CM CM NNP cord-271094-utpg9p5u 349 28 ) ) -RRB- cord-271094-utpg9p5u 349 29 , , , cord-271094-utpg9p5u 349 30 greatly greatly RB cord-271094-utpg9p5u 349 31 influenced influence VBN cord-271094-utpg9p5u 349 32 by by IN cord-271094-utpg9p5u 349 33 its -PRON- PRP$ cord-271094-utpg9p5u 349 34 strong strong JJ cord-271094-utpg9p5u 349 35 investments investment NNS cord-271094-utpg9p5u 349 36 in in IN cord-271094-utpg9p5u 349 37 infrastructure infrastructure NN cord-271094-utpg9p5u 349 38 and and CC cord-271094-utpg9p5u 349 39 direct direct JJ cord-271094-utpg9p5u 349 40 customer customer NN cord-271094-utpg9p5u 349 41 service service NN cord-271094-utpg9p5u 349 42 through through IN cord-271094-utpg9p5u 349 43 people people NNS cord-271094-utpg9p5u 349 44 . . . cord-271094-utpg9p5u 350 1 This this DT cord-271094-utpg9p5u 350 2 attitude attitude NN cord-271094-utpg9p5u 350 3 of of IN cord-271094-utpg9p5u 350 4 departure departure NN cord-271094-utpg9p5u 350 5 has have VBZ cord-271094-utpg9p5u 350 6 influenced influence VBN cord-271094-utpg9p5u 350 7 a a DT cord-271094-utpg9p5u 350 8 lower low JJR cord-271094-utpg9p5u 350 9 initial initial JJ cord-271094-utpg9p5u 350 10 predisposition predisposition NN cord-271094-utpg9p5u 350 11 to to IN cord-271094-utpg9p5u 350 12 investment investment NN cord-271094-utpg9p5u 350 13 in in IN cord-271094-utpg9p5u 350 14 technology technology NN cord-271094-utpg9p5u 350 15 applicable applicable JJ cord-271094-utpg9p5u 350 16 to to IN cord-271094-utpg9p5u 350 17 e e NN cord-271094-utpg9p5u 350 18 - - NN cord-271094-utpg9p5u 350 19 commerce commerce NN cord-271094-utpg9p5u 350 20 in in IN cord-271094-utpg9p5u 350 21 professional professional JJ cord-271094-utpg9p5u 350 22 profiles profile NNS cord-271094-utpg9p5u 350 23 capable capable JJ cord-271094-utpg9p5u 350 24 of of IN cord-271094-utpg9p5u 350 25 applying apply VBG cord-271094-utpg9p5u 350 26 it -PRON- PRP cord-271094-utpg9p5u 350 27 and and CC cord-271094-utpg9p5u 350 28 in in IN cord-271094-utpg9p5u 350 29 digital digital JJ cord-271094-utpg9p5u 350 30 marketing marketing NN cord-271094-utpg9p5u 350 31 budgets budget NNS cord-271094-utpg9p5u 350 32 assigned assign VBN cord-271094-utpg9p5u 350 33 for for IN cord-271094-utpg9p5u 350 34 this this DT cord-271094-utpg9p5u 350 35 purpose purpose NN cord-271094-utpg9p5u 350 36 . . . cord-271094-utpg9p5u 351 1 VI VI NNP cord-271094-utpg9p5u 351 2 . . . cord-271094-utpg9p5u 352 1 The the DT cord-271094-utpg9p5u 352 2 opportunity opportunity NN cord-271094-utpg9p5u 352 3 cost cost NN cord-271094-utpg9p5u 352 4 derived derive VBN cord-271094-utpg9p5u 352 5 from from IN cord-271094-utpg9p5u 352 6 market market NN cord-271094-utpg9p5u 352 7 entry entry NN cord-271094-utpg9p5u 352 8 . . . cord-271094-utpg9p5u 353 1 The the DT cord-271094-utpg9p5u 353 2 PP PP NNP cord-271094-utpg9p5u 353 3 boosted boost VBD cord-271094-utpg9p5u 353 4 ecommerce ecommerce NN cord-271094-utpg9p5u 353 5 , , , cord-271094-utpg9p5u 353 6 to to TO cord-271094-utpg9p5u 353 7 which which WDT cord-271094-utpg9p5u 353 8 the the DT cord-271094-utpg9p5u 353 9 CMs cm NNS cord-271094-utpg9p5u 353 10 joined join VBD cord-271094-utpg9p5u 353 11 some some DT cord-271094-utpg9p5u 353 12 time time NN cord-271094-utpg9p5u 353 13 later later RB cord-271094-utpg9p5u 353 14 . . . cord-271094-utpg9p5u 354 1 Although although IN cord-271094-utpg9p5u 354 2 the the DT cord-271094-utpg9p5u 354 3 study study NN cord-271094-utpg9p5u 354 4 presents present VBZ cord-271094-utpg9p5u 354 5 a a DT cord-271094-utpg9p5u 354 6 time time NN cord-271094-utpg9p5u 354 7 horizon horizon NN cord-271094-utpg9p5u 354 8 of of IN cord-271094-utpg9p5u 354 9 six six CD cord-271094-utpg9p5u 354 10 years year NNS cord-271094-utpg9p5u 354 11 of of IN cord-271094-utpg9p5u 354 12 e e NN cord-271094-utpg9p5u 354 13 - - NN cord-271094-utpg9p5u 354 14 commerce commerce NN cord-271094-utpg9p5u 354 15 activity activity NN cord-271094-utpg9p5u 354 16 , , , cord-271094-utpg9p5u 354 17 the the DT cord-271094-utpg9p5u 354 18 commitment commitment NN cord-271094-utpg9p5u 354 19 of of IN cord-271094-utpg9p5u 354 20 companies company NNS cord-271094-utpg9p5u 354 21 in in IN cord-271094-utpg9p5u 354 22 terms term NNS cord-271094-utpg9p5u 354 23 of of IN cord-271094-utpg9p5u 354 24 investment investment NN cord-271094-utpg9p5u 354 25 in in IN cord-271094-utpg9p5u 354 26 SEO SEO NNP cord-271094-utpg9p5u 354 27 and and CC cord-271094-utpg9p5u 354 28 SEM SEM NNP cord-271094-utpg9p5u 354 29 positioning positioning NN cord-271094-utpg9p5u 354 30 has have VBZ cord-271094-utpg9p5u 354 31 been be VBN cord-271094-utpg9p5u 354 32 uneven uneven JJ cord-271094-utpg9p5u 354 33 . . . cord-271094-utpg9p5u 355 1 Our -PRON- PRP$ cord-271094-utpg9p5u 355 2 conjecture conjecture NN cord-271094-utpg9p5u 355 3 is be VBZ cord-271094-utpg9p5u 355 4 that that IN cord-271094-utpg9p5u 355 5 this this DT cord-271094-utpg9p5u 355 6 is be VBZ cord-271094-utpg9p5u 355 7 due due JJ cord-271094-utpg9p5u 355 8 to to IN cord-271094-utpg9p5u 355 9 the the DT cord-271094-utpg9p5u 355 10 need need NN cord-271094-utpg9p5u 355 11 to to TO cord-271094-utpg9p5u 355 12 apply apply VB cord-271094-utpg9p5u 355 13 applicable applicable JJ cord-271094-utpg9p5u 355 14 resources resource NNS cord-271094-utpg9p5u 355 15 and and CC cord-271094-utpg9p5u 355 16 the the DT cord-271094-utpg9p5u 355 17 slowness slowness NN cord-271094-utpg9p5u 355 18 with with IN cord-271094-utpg9p5u 355 19 which which WDT cord-271094-utpg9p5u 355 20 SEO seo NN cord-271094-utpg9p5u 355 21 investments investment NNS cord-271094-utpg9p5u 355 22 begin begin VBP cord-271094-utpg9p5u 355 23 to to TO cord-271094-utpg9p5u 355 24 deliver deliver VB cord-271094-utpg9p5u 355 25 results result NNS cord-271094-utpg9p5u 355 26 . . . cord-271094-utpg9p5u 356 1 While while IN cord-271094-utpg9p5u 356 2 PPs pp NNS cord-271094-utpg9p5u 356 3 have have VBP cord-271094-utpg9p5u 356 4 been be VBN cord-271094-utpg9p5u 356 5 very very RB cord-271094-utpg9p5u 356 6 clear clear JJ cord-271094-utpg9p5u 356 7 from from IN cord-271094-utpg9p5u 356 8 the the DT cord-271094-utpg9p5u 356 9 beginning beginning NN cord-271094-utpg9p5u 356 10 that that IN cord-271094-utpg9p5u 356 11 positioning position VBG cord-271094-utpg9p5u 356 12 keywords keyword NNS cord-271094-utpg9p5u 356 13 through through IN cord-271094-utpg9p5u 356 14 content content NN cord-271094-utpg9p5u 356 15 is be VBZ cord-271094-utpg9p5u 356 16 crucial crucial JJ cord-271094-utpg9p5u 356 17 for for IN cord-271094-utpg9p5u 356 18 the the DT cord-271094-utpg9p5u 356 19 future future JJ cord-271094-utpg9p5u 356 20 development development NN cord-271094-utpg9p5u 356 21 of of IN cord-271094-utpg9p5u 356 22 e e NN cord-271094-utpg9p5u 356 23 - - NN cord-271094-utpg9p5u 356 24 commerce commerce NN cord-271094-utpg9p5u 356 25 in in IN cord-271094-utpg9p5u 356 26 terms term NNS cord-271094-utpg9p5u 356 27 of of IN cord-271094-utpg9p5u 356 28 opportunity opportunity NN cord-271094-utpg9p5u 356 29 cost cost NN cord-271094-utpg9p5u 356 30 , , , cord-271094-utpg9p5u 356 31 the the DT cord-271094-utpg9p5u 356 32 BMs BMs NNPS cord-271094-utpg9p5u 356 33 have have VBP cord-271094-utpg9p5u 356 34 been be VBN cord-271094-utpg9p5u 356 35 slow slow JJ cord-271094-utpg9p5u 356 36 to to TO cord-271094-utpg9p5u 356 37 understand understand VB cord-271094-utpg9p5u 356 38 the the DT cord-271094-utpg9p5u 356 39 process process NN cord-271094-utpg9p5u 356 40 of of IN cord-271094-utpg9p5u 356 41 the the DT cord-271094-utpg9p5u 356 42 accumulating accumulate VBG cord-271094-utpg9p5u 356 43 value value NN cord-271094-utpg9p5u 356 44 of of IN cord-271094-utpg9p5u 356 45 marketing marketing NN cord-271094-utpg9p5u 356 46 ( ( -LRB- cord-271094-utpg9p5u 356 47 in in IN cord-271094-utpg9p5u 356 48 number number NN cord-271094-utpg9p5u 356 49 , , , cord-271094-utpg9p5u 356 50 type type NN cord-271094-utpg9p5u 356 51 , , , cord-271094-utpg9p5u 356 52 and and CC cord-271094-utpg9p5u 356 53 position position NN cord-271094-utpg9p5u 356 54 of of IN cord-271094-utpg9p5u 356 55 keywords keyword NNS cord-271094-utpg9p5u 356 56 in in IN cord-271094-utpg9p5u 356 57 search search NN cord-271094-utpg9p5u 356 58 engines engine NNS cord-271094-utpg9p5u 356 59 ) ) -RRB- cord-271094-utpg9p5u 356 60 . . . cord-271094-utpg9p5u 357 1 The the DT cord-271094-utpg9p5u 357 2 fact fact NN cord-271094-utpg9p5u 357 3 that that IN cord-271094-utpg9p5u 357 4 in in IN cord-271094-utpg9p5u 357 5 the the DT cord-271094-utpg9p5u 357 6 US US NNP cord-271094-utpg9p5u 357 7 and and CC cord-271094-utpg9p5u 357 8 the the DT cord-271094-utpg9p5u 357 9 UK UK NNP cord-271094-utpg9p5u 357 10 ( ( -LRB- cord-271094-utpg9p5u 357 11 markets market NNS cord-271094-utpg9p5u 357 12 with with IN cord-271094-utpg9p5u 357 13 a a DT cord-271094-utpg9p5u 357 14 higher high JJR cord-271094-utpg9p5u 357 15 e e NN cord-271094-utpg9p5u 357 16 - - JJ cord-271094-utpg9p5u 357 17 commerce commerce JJ cord-271094-utpg9p5u 357 18 penetration penetration NN cord-271094-utpg9p5u 357 19 rate rate NN cord-271094-utpg9p5u 357 20 ) ) -RRB- cord-271094-utpg9p5u 357 21 , , , cord-271094-utpg9p5u 357 22 this this DT cord-271094-utpg9p5u 357 23 fact fact NN cord-271094-utpg9p5u 357 24 is be VBZ cord-271094-utpg9p5u 357 25 more more RBR cord-271094-utpg9p5u 357 26 present present JJ cord-271094-utpg9p5u 357 27 confirms confirm VBZ cord-271094-utpg9p5u 357 28 this this DT cord-271094-utpg9p5u 357 29 opportunity opportunity NN cord-271094-utpg9p5u 357 30 cost cost NN cord-271094-utpg9p5u 357 31 . . . cord-271094-utpg9p5u 358 1 V. V. NNP cord-271094-utpg9p5u 359 1 The the DT cord-271094-utpg9p5u 359 2 strategy strategy NN cord-271094-utpg9p5u 359 3 of of IN cord-271094-utpg9p5u 359 4 customer customer NN cord-271094-utpg9p5u 359 5 management management NN cord-271094-utpg9p5u 359 6 by by IN cord-271094-utpg9p5u 359 7 marketing marketing NN cord-271094-utpg9p5u 359 8 managers manager NNS cord-271094-utpg9p5u 359 9 in in IN cord-271094-utpg9p5u 359 10 the the DT cord-271094-utpg9p5u 359 11 application application NN cord-271094-utpg9p5u 359 12 of of IN cord-271094-utpg9p5u 359 13 DIM dim JJ cord-271094-utpg9p5u 359 14 techniques technique NNS cord-271094-utpg9p5u 359 15 has have VBZ cord-271094-utpg9p5u 359 16 been be VBN cord-271094-utpg9p5u 359 17 unequal unequal JJ cord-271094-utpg9p5u 359 18 between between IN cord-271094-utpg9p5u 359 19 CMs cm NNS cord-271094-utpg9p5u 359 20 and and CC cord-271094-utpg9p5u 359 21 PPs pp NNS cord-271094-utpg9p5u 359 22 . . . cord-271094-utpg9p5u 360 1 In in IN cord-271094-utpg9p5u 360 2 the the DT cord-271094-utpg9p5u 360 3 case case NN cord-271094-utpg9p5u 360 4 of of IN cord-271094-utpg9p5u 360 5 PP PP NNP cord-271094-utpg9p5u 360 6 , , , cord-271094-utpg9p5u 360 7 and and CC cord-271094-utpg9p5u 360 8 in in IN cord-271094-utpg9p5u 360 9 a a DT cord-271094-utpg9p5u 360 10 very very RB cord-271094-utpg9p5u 360 11 special special JJ cord-271094-utpg9p5u 360 12 way way NN cord-271094-utpg9p5u 360 13 in in IN cord-271094-utpg9p5u 360 14 the the DT cord-271094-utpg9p5u 360 15 case case NN cord-271094-utpg9p5u 360 16 of of IN cord-271094-utpg9p5u 360 17 Amazon Amazon NNP cord-271094-utpg9p5u 360 18 , , , cord-271094-utpg9p5u 360 19 its -PRON- PRP$ cord-271094-utpg9p5u 360 20 tendency tendency NN cord-271094-utpg9p5u 360 21 has have VBZ cord-271094-utpg9p5u 360 22 been be VBN cord-271094-utpg9p5u 360 23 to to TO cord-271094-utpg9p5u 360 24 push push VB cord-271094-utpg9p5u 360 25 the the DT cord-271094-utpg9p5u 360 26 client client NN cord-271094-utpg9p5u 360 27 towards towards IN cord-271094-utpg9p5u 360 28 more more RBR cord-271094-utpg9p5u 360 29 advanced advanced JJ cord-271094-utpg9p5u 360 30 stages stage NNS cord-271094-utpg9p5u 360 31 ( ( -LRB- cord-271094-utpg9p5u 360 32 which which WDT cord-271094-utpg9p5u 360 33 is be VBZ cord-271094-utpg9p5u 360 34 reflected reflect VBN cord-271094-utpg9p5u 360 35 in in IN cord-271094-utpg9p5u 360 36 a a DT cord-271094-utpg9p5u 360 37 high high JJ cord-271094-utpg9p5u 360 38 but but CC cord-271094-utpg9p5u 360 39 efficient efficient JJ cord-271094-utpg9p5u 360 40 cost cost NN cord-271094-utpg9p5u 360 41 per per IN cord-271094-utpg9p5u 360 42 visit visit NN cord-271094-utpg9p5u 360 43 ) ) -RRB- cord-271094-utpg9p5u 360 44 : : : cord-271094-utpg9p5u 360 45 action action NN cord-271094-utpg9p5u 360 46 and and CC cord-271094-utpg9p5u 360 47 loyalty loyalty NN cord-271094-utpg9p5u 360 48 influencing influence VBG cord-271094-utpg9p5u 360 49 the the DT cord-271094-utpg9p5u 360 50 generation generation NN cord-271094-utpg9p5u 360 51 of of IN cord-271094-utpg9p5u 360 52 customer customer NN cord-271094-utpg9p5u 360 53 databases database NNS cord-271094-utpg9p5u 360 54 , , , cord-271094-utpg9p5u 360 55 repetition repetition NN cord-271094-utpg9p5u 360 56 of of IN cord-271094-utpg9p5u 360 57 purchase purchase NN cord-271094-utpg9p5u 360 58 , , , cord-271094-utpg9p5u 360 59 increase increase VB cord-271094-utpg9p5u 360 60 in in IN cord-271094-utpg9p5u 360 61 average average JJ cord-271094-utpg9p5u 360 62 value value NN cord-271094-utpg9p5u 360 63 per per IN cord-271094-utpg9p5u 360 64 purchase purchase NN cord-271094-utpg9p5u 360 65 , , , cord-271094-utpg9p5u 360 66 and and CC cord-271094-utpg9p5u 360 67 recommendation recommendation NN cord-271094-utpg9p5u 360 68 to to IN cord-271094-utpg9p5u 360 69 third third JJ cord-271094-utpg9p5u 360 70 parties party NNS cord-271094-utpg9p5u 360 71 . . . cord-271094-utpg9p5u 361 1 These these DT cord-271094-utpg9p5u 361 2 are be VBP cord-271094-utpg9p5u 361 3 strategies strategy NNS cord-271094-utpg9p5u 361 4 and and CC cord-271094-utpg9p5u 361 5 processes process NNS cord-271094-utpg9p5u 361 6 that that WDT cord-271094-utpg9p5u 361 7 are be VBP cord-271094-utpg9p5u 361 8 very very RB cord-271094-utpg9p5u 361 9 present present JJ cord-271094-utpg9p5u 361 10 in in IN cord-271094-utpg9p5u 361 11 direct direct JJ cord-271094-utpg9p5u 361 12 sales sale NNS cord-271094-utpg9p5u 361 13 . . . cord-271094-utpg9p5u 362 1 In in IN cord-271094-utpg9p5u 362 2 contrast contrast NN cord-271094-utpg9p5u 362 3 , , , cord-271094-utpg9p5u 362 4 physical physical JJ cord-271094-utpg9p5u 362 5 retailers retailer NNS cord-271094-utpg9p5u 362 6 ( ( -LRB- cord-271094-utpg9p5u 362 7 present present JJ cord-271094-utpg9p5u 362 8 in in IN cord-271094-utpg9p5u 362 9 the the DT cord-271094-utpg9p5u 362 10 study study NN cord-271094-utpg9p5u 362 11 through through IN cord-271094-utpg9p5u 362 12 the the DT cord-271094-utpg9p5u 362 13 CM cm NN cord-271094-utpg9p5u 362 14 ) ) -RRB- cord-271094-utpg9p5u 362 15 seem seem VBP cord-271094-utpg9p5u 362 16 to to TO cord-271094-utpg9p5u 362 17 have have VB cord-271094-utpg9p5u 362 18 chosen choose VBN cord-271094-utpg9p5u 362 19 to to TO cord-271094-utpg9p5u 362 20 replicate replicate VB cord-271094-utpg9p5u 362 21 themselves -PRON- PRP cord-271094-utpg9p5u 362 22 on on IN cord-271094-utpg9p5u 362 23 the the DT cord-271094-utpg9p5u 362 24 internet internet NN cord-271094-utpg9p5u 362 25 through through IN cord-271094-utpg9p5u 362 26 ecommerce ecommerce NN cord-271094-utpg9p5u 362 27 using use VBG cord-271094-utpg9p5u 362 28 the the DT cord-271094-utpg9p5u 362 29 strategy strategy NN cord-271094-utpg9p5u 362 30 followed follow VBN cord-271094-utpg9p5u 362 31 in in IN cord-271094-utpg9p5u 362 32 physical physical JJ cord-271094-utpg9p5u 362 33 commerce commerce NN cord-271094-utpg9p5u 362 34 in in IN cord-271094-utpg9p5u 362 35 order order NN cord-271094-utpg9p5u 362 36 to to TO cord-271094-utpg9p5u 362 37 influence influence VB cord-271094-utpg9p5u 362 38 the the DT cord-271094-utpg9p5u 362 39 attraction attraction NN cord-271094-utpg9p5u 362 40 of of IN cord-271094-utpg9p5u 362 41 clients client NNS cord-271094-utpg9p5u 362 42 and and CC cord-271094-utpg9p5u 362 43 to to TO cord-271094-utpg9p5u 362 44 influence influence VB cord-271094-utpg9p5u 362 45 sales sale NNS cord-271094-utpg9p5u 362 46 . . . cord-271094-utpg9p5u 363 1 Both both DT cord-271094-utpg9p5u 363 2 behaviors behavior NNS cord-271094-utpg9p5u 363 3 ( ( -LRB- cord-271094-utpg9p5u 363 4 PP PP NNP cord-271094-utpg9p5u 363 5 versus versus IN cord-271094-utpg9p5u 363 6 CM CM NNP cord-271094-utpg9p5u 363 7 ) ) -RRB- cord-271094-utpg9p5u 363 8 have have VBP cord-271094-utpg9p5u 363 9 a a DT cord-271094-utpg9p5u 363 10 direct direct JJ cord-271094-utpg9p5u 363 11 impact impact NN cord-271094-utpg9p5u 363 12 on on IN cord-271094-utpg9p5u 363 13 the the DT cord-271094-utpg9p5u 363 14 way way NN cord-271094-utpg9p5u 363 15 in in IN cord-271094-utpg9p5u 363 16 which which WDT cord-271094-utpg9p5u 363 17 the the DT cord-271094-utpg9p5u 363 18 DIM dim NN cord-271094-utpg9p5u 363 19 is be VBZ cord-271094-utpg9p5u 363 20 set set VBN cord-271094-utpg9p5u 363 21 up up RP cord-271094-utpg9p5u 363 22 . . . cord-271094-utpg9p5u 364 1 Appendix Appendix NNP cord-271094-utpg9p5u 364 2 C C NNP cord-271094-utpg9p5u 364 3 presents present VBZ cord-271094-utpg9p5u 364 4 the the DT cord-271094-utpg9p5u 364 5 global global JJ cord-271094-utpg9p5u 364 6 perspective perspective NN cord-271094-utpg9p5u 364 7 of of IN cord-271094-utpg9p5u 364 8 economic economic JJ cord-271094-utpg9p5u 364 9 performance performance NN cord-271094-utpg9p5u 364 10 of of IN cord-271094-utpg9p5u 364 11 DIM dim JJ cord-271094-utpg9p5u 364 12 implementation implementation NN cord-271094-utpg9p5u 364 13 . . . cord-271094-utpg9p5u 365 1 The the DT cord-271094-utpg9p5u 365 2 optimization optimization NN cord-271094-utpg9p5u 365 3 of of IN cord-271094-utpg9p5u 365 4 investment investment NN cord-271094-utpg9p5u 365 5 ( ( -LRB- cord-271094-utpg9p5u 365 6 in in IN cord-271094-utpg9p5u 365 7 terms term NNS cord-271094-utpg9p5u 365 8 of of IN cord-271094-utpg9p5u 365 9 marketing marketing NN cord-271094-utpg9p5u 365 10 ) ) -RRB- cord-271094-utpg9p5u 365 11 or or CC cord-271094-utpg9p5u 365 12 cost cost VBN cord-271094-utpg9p5u 365 13 ( ( -LRB- cord-271094-utpg9p5u 365 14 in in IN cord-271094-utpg9p5u 365 15 economic economic JJ cord-271094-utpg9p5u 365 16 terms term NNS cord-271094-utpg9p5u 365 17 ) ) -RRB- cord-271094-utpg9p5u 365 18 of of IN cord-271094-utpg9p5u 365 19 marketing marketing NN cord-271094-utpg9p5u 365 20 actions action NNS cord-271094-utpg9p5u 365 21 based base VBN cord-271094-utpg9p5u 365 22 on on IN cord-271094-utpg9p5u 365 23 the the DT cord-271094-utpg9p5u 365 24 established establish VBN cord-271094-utpg9p5u 365 25 objectives objective NNS cord-271094-utpg9p5u 365 26 of of IN cord-271094-utpg9p5u 365 27 the the DT cord-271094-utpg9p5u 365 28 firm firm NN cord-271094-utpg9p5u 365 29 is be VBZ cord-271094-utpg9p5u 365 30 one one CD cord-271094-utpg9p5u 365 31 of of IN cord-271094-utpg9p5u 365 32 the the DT cord-271094-utpg9p5u 365 33 main main JJ cord-271094-utpg9p5u 365 34 concerns concern NNS cord-271094-utpg9p5u 365 35 of of IN cord-271094-utpg9p5u 365 36 marketing marketing NN cord-271094-utpg9p5u 365 37 managers manager NNS cord-271094-utpg9p5u 365 38 . . . cord-271094-utpg9p5u 366 1 In in IN cord-271094-utpg9p5u 366 2 fact fact NN cord-271094-utpg9p5u 366 3 , , , cord-271094-utpg9p5u 366 4 good good JJ cord-271094-utpg9p5u 366 5 professional professional JJ cord-271094-utpg9p5u 366 6 marketing marketing NN cord-271094-utpg9p5u 366 7 practice practice NN cord-271094-utpg9p5u 366 8 is be VBZ cord-271094-utpg9p5u 366 9 often often RB cord-271094-utpg9p5u 366 10 associated associate VBN cord-271094-utpg9p5u 366 11 with with IN cord-271094-utpg9p5u 366 12 its -PRON- PRP$ cord-271094-utpg9p5u 366 13 efficacy efficacy NN cord-271094-utpg9p5u 366 14 ( ( -LRB- cord-271094-utpg9p5u 366 15 achievement achievement NN cord-271094-utpg9p5u 366 16 of of IN cord-271094-utpg9p5u 366 17 objectives objective NNS cord-271094-utpg9p5u 366 18 , , , cord-271094-utpg9p5u 366 19 mainly mainly RB cord-271094-utpg9p5u 366 20 sales sale NNS cord-271094-utpg9p5u 366 21 , , , cord-271094-utpg9p5u 366 22 regardless regardless RB cord-271094-utpg9p5u 366 23 of of IN cord-271094-utpg9p5u 366 24 cost cost NN cord-271094-utpg9p5u 366 25 ) ) -RRB- cord-271094-utpg9p5u 366 26 and and CC cord-271094-utpg9p5u 366 27 efficiency efficiency NN cord-271094-utpg9p5u 366 28 ( ( -LRB- cord-271094-utpg9p5u 366 29 in in IN cord-271094-utpg9p5u 366 30 terms term NNS cord-271094-utpg9p5u 366 31 of of IN cord-271094-utpg9p5u 366 32 the the DT cord-271094-utpg9p5u 366 33 relationship relationship NN cord-271094-utpg9p5u 366 34 between between IN cord-271094-utpg9p5u 366 35 costs cost NNS cord-271094-utpg9p5u 366 36 and and CC cord-271094-utpg9p5u 366 37 results result NNS cord-271094-utpg9p5u 366 38 ) ) -RRB- cord-271094-utpg9p5u 366 39 . . . cord-271094-utpg9p5u 367 1 This this DT cord-271094-utpg9p5u 367 2 study study NN cord-271094-utpg9p5u 367 3 provides provide VBZ cord-271094-utpg9p5u 367 4 new new JJ cord-271094-utpg9p5u 367 5 information information NN cord-271094-utpg9p5u 367 6 and and CC cord-271094-utpg9p5u 367 7 raises raise VBZ cord-271094-utpg9p5u 367 8 questions question NNS cord-271094-utpg9p5u 367 9 for for IN cord-271094-utpg9p5u 367 10 reflection reflection NN cord-271094-utpg9p5u 367 11 for for IN cord-271094-utpg9p5u 367 12 marketing marketing NN cord-271094-utpg9p5u 367 13 professionals professional NNS cord-271094-utpg9p5u 367 14 regarding regard VBG cord-271094-utpg9p5u 367 15 the the DT cord-271094-utpg9p5u 367 16 following follow VBG cord-271094-utpg9p5u 367 17 issues issue NNS cord-271094-utpg9p5u 367 18 : : : cord-271094-utpg9p5u 367 19 I. i. NN cord-271094-utpg9p5u 367 20 DIM dim NN cord-271094-utpg9p5u 367 21 is be VBZ cord-271094-utpg9p5u 367 22 explored explore VBN cord-271094-utpg9p5u 367 23 and and CC cord-271094-utpg9p5u 367 24 focuses focus VBZ cord-271094-utpg9p5u 367 25 on on IN cord-271094-utpg9p5u 367 26 two two CD cord-271094-utpg9p5u 367 27 of of IN cord-271094-utpg9p5u 367 28 its -PRON- PRP$ cord-271094-utpg9p5u 367 29 key key JJ cord-271094-utpg9p5u 367 30 techniques technique NNS cord-271094-utpg9p5u 367 31 : : : cord-271094-utpg9p5u 367 32 SEO SEO NNP cord-271094-utpg9p5u 367 33 and and CC cord-271094-utpg9p5u 367 34 SEM SEM NNP cord-271094-utpg9p5u 367 35 . . . cord-271094-utpg9p5u 368 1 This this DT cord-271094-utpg9p5u 368 2 analysis analysis NN cord-271094-utpg9p5u 368 3 allows allow VBZ cord-271094-utpg9p5u 368 4 a a DT cord-271094-utpg9p5u 368 5 comparative comparative JJ cord-271094-utpg9p5u 368 6 description description NN cord-271094-utpg9p5u 368 7 of of IN cord-271094-utpg9p5u 368 8 the the DT cord-271094-utpg9p5u 368 9 market market NN cord-271094-utpg9p5u 368 10 situation situation NN cord-271094-utpg9p5u 368 11 of of IN cord-271094-utpg9p5u 368 12 the the DT cord-271094-utpg9p5u 368 13 countries country NNS cord-271094-utpg9p5u 368 14 included include VBN cord-271094-utpg9p5u 368 15 in in IN cord-271094-utpg9p5u 368 16 the the DT cord-271094-utpg9p5u 368 17 study study NN cord-271094-utpg9p5u 368 18 . . . cord-271094-utpg9p5u 369 1 It -PRON- PRP cord-271094-utpg9p5u 369 2 offers offer VBZ cord-271094-utpg9p5u 369 3 , , , cord-271094-utpg9p5u 369 4 in in IN cord-271094-utpg9p5u 369 5 this this DT cord-271094-utpg9p5u 369 6 sense sense NN cord-271094-utpg9p5u 369 7 , , , cord-271094-utpg9p5u 369 8 an an DT cord-271094-utpg9p5u 369 9 intentional intentional JJ cord-271094-utpg9p5u 369 10 outlook outlook NN cord-271094-utpg9p5u 369 11 based base VBN cord-271094-utpg9p5u 369 12 on on IN cord-271094-utpg9p5u 369 13 data datum NNS cord-271094-utpg9p5u 369 14 on on IN cord-271094-utpg9p5u 369 15 the the DT cord-271094-utpg9p5u 369 16 situation situation NN cord-271094-utpg9p5u 369 17 of of IN cord-271094-utpg9p5u 369 18 grocery grocery NN cord-271094-utpg9p5u 369 19 e e NN cord-271094-utpg9p5u 369 20 - - NN cord-271094-utpg9p5u 369 21 marketing marketing NN cord-271094-utpg9p5u 369 22 in in IN cord-271094-utpg9p5u 369 23 general general JJ cord-271094-utpg9p5u 369 24 and and CC cord-271094-utpg9p5u 369 25 on on IN cord-271094-utpg9p5u 369 26 the the DT cord-271094-utpg9p5u 369 27 situation situation NN cord-271094-utpg9p5u 369 28 of of IN cord-271094-utpg9p5u 369 29 the the DT cord-271094-utpg9p5u 369 30 DIM dim NN cord-271094-utpg9p5u 369 31 in in IN cord-271094-utpg9p5u 369 32 particular particular JJ cord-271094-utpg9p5u 369 33 . . . cord-271094-utpg9p5u 370 1 II II NNP cord-271094-utpg9p5u 370 2 . . . cord-271094-utpg9p5u 371 1 A a DT cord-271094-utpg9p5u 371 2 reflection reflection NN cord-271094-utpg9p5u 371 3 on on IN cord-271094-utpg9p5u 371 4 decision decision NN cord-271094-utpg9p5u 371 5 making make VBG cord-271094-utpg9p5u 371 6 in in IN cord-271094-utpg9p5u 371 7 marketing marketing NN cord-271094-utpg9p5u 371 8 in in IN cord-271094-utpg9p5u 371 9 DIM dim NN cord-271094-utpg9p5u 371 10 and and CC cord-271094-utpg9p5u 371 11 its -PRON- PRP$ cord-271094-utpg9p5u 371 12 future future JJ cord-271094-utpg9p5u 371 13 impact impact NN cord-271094-utpg9p5u 371 14 can can MD cord-271094-utpg9p5u 371 15 serve serve VB cord-271094-utpg9p5u 371 16 as as IN cord-271094-utpg9p5u 371 17 a a DT cord-271094-utpg9p5u 371 18 reference reference NN cord-271094-utpg9p5u 371 19 to to IN cord-271094-utpg9p5u 371 20 markets market NNS cord-271094-utpg9p5u 371 21 with with IN cord-271094-utpg9p5u 371 22 lower low JJR cord-271094-utpg9p5u 371 23 levels level NNS cord-271094-utpg9p5u 371 24 of of IN cord-271094-utpg9p5u 371 25 development development NN cord-271094-utpg9p5u 371 26 . . . cord-271094-utpg9p5u 372 1 III III NNP cord-271094-utpg9p5u 372 2 . . . cord-271094-utpg9p5u 373 1 The the DT cord-271094-utpg9p5u 373 2 need need NN cord-271094-utpg9p5u 373 3 to to TO cord-271094-utpg9p5u 373 4 apply apply VB cord-271094-utpg9p5u 373 5 analytical analytical JJ cord-271094-utpg9p5u 373 6 models model NNS cord-271094-utpg9p5u 373 7 of of IN cord-271094-utpg9p5u 373 8 econometric econometric JJ cord-271094-utpg9p5u 373 9 control control NN cord-271094-utpg9p5u 373 10 of of IN cord-271094-utpg9p5u 373 11 investment investment NN cord-271094-utpg9p5u 373 12 in in IN cord-271094-utpg9p5u 373 13 DIM dim NN cord-271094-utpg9p5u 373 14 , , , cord-271094-utpg9p5u 373 15 based base VBN cord-271094-utpg9p5u 373 16 on on IN cord-271094-utpg9p5u 373 17 the the DT cord-271094-utpg9p5u 373 18 large large JJ cord-271094-utpg9p5u 373 19 amount amount NN cord-271094-utpg9p5u 373 20 of of IN cord-271094-utpg9p5u 373 21 data datum NNS cord-271094-utpg9p5u 373 22 available available JJ cord-271094-utpg9p5u 373 23 , , , cord-271094-utpg9p5u 373 24 and and CC cord-271094-utpg9p5u 373 25 proposes propose VBZ cord-271094-utpg9p5u 373 26 a a DT cord-271094-utpg9p5u 373 27 specific specific JJ cord-271094-utpg9p5u 373 28 model model NN cord-271094-utpg9p5u 373 29 of of IN cord-271094-utpg9p5u 373 30 marginalist marginalist NNP cord-271094-utpg9p5u 373 31 analysis analysis NN cord-271094-utpg9p5u 373 32 , , , cord-271094-utpg9p5u 373 33 which which WDT cord-271094-utpg9p5u 373 34 is be VBZ cord-271094-utpg9p5u 373 35 replicable replicable JJ cord-271094-utpg9p5u 373 36 by by IN cord-271094-utpg9p5u 373 37 the the DT cord-271094-utpg9p5u 373 38 company company NN cord-271094-utpg9p5u 373 39 . . . cord-271094-utpg9p5u 374 1 IV IV NNP cord-271094-utpg9p5u 374 2 . . . cord-271094-utpg9p5u 375 1 The the DT cord-271094-utpg9p5u 375 2 study study NN cord-271094-utpg9p5u 375 3 is be VBZ cord-271094-utpg9p5u 375 4 based base VBN cord-271094-utpg9p5u 375 5 on on IN cord-271094-utpg9p5u 375 6 professional professional JJ cord-271094-utpg9p5u 375 7 tools tool NNS cord-271094-utpg9p5u 375 8 and and CC cord-271094-utpg9p5u 375 9 databases database NNS cord-271094-utpg9p5u 375 10 ( ( -LRB- cord-271094-utpg9p5u 375 11 SEMrush SEMrush NNP cord-271094-utpg9p5u 375 12 , , , cord-271094-utpg9p5u 375 13 LZ LZ NNP cord-271094-utpg9p5u 375 14 Retailytics Retailytics NNP cord-271094-utpg9p5u 375 15 , , , cord-271094-utpg9p5u 375 16 and and CC cord-271094-utpg9p5u 375 17 EcommerceDB EcommerceDB NNP cord-271094-utpg9p5u 375 18 ) ) -RRB- cord-271094-utpg9p5u 375 19 ; ; : cord-271094-utpg9p5u 375 20 in in IN cord-271094-utpg9p5u 375 21 this this DT cord-271094-utpg9p5u 375 22 same same JJ cord-271094-utpg9p5u 375 23 sense sense NN cord-271094-utpg9p5u 375 24 , , , cord-271094-utpg9p5u 375 25 it -PRON- PRP cord-271094-utpg9p5u 375 26 highlights highlight VBZ cord-271094-utpg9p5u 375 27 the the DT cord-271094-utpg9p5u 375 28 functionality functionality NN cord-271094-utpg9p5u 375 29 of of IN cord-271094-utpg9p5u 375 30 these these DT cord-271094-utpg9p5u 375 31 solutions solution NNS cord-271094-utpg9p5u 375 32 and and CC cord-271094-utpg9p5u 375 33 proposes propose VBZ cord-271094-utpg9p5u 375 34 their -PRON- PRP$ cord-271094-utpg9p5u 375 35 use use NN cord-271094-utpg9p5u 375 36 through through IN cord-271094-utpg9p5u 375 37 this this DT cord-271094-utpg9p5u 375 38 research research NN cord-271094-utpg9p5u 375 39 design design NN cord-271094-utpg9p5u 375 40 . . . cord-271094-utpg9p5u 376 1 V. V. NNP cord-271094-utpg9p5u 376 2 From from IN cord-271094-utpg9p5u 376 3 the the DT cord-271094-utpg9p5u 376 4 theoretical theoretical JJ cord-271094-utpg9p5u 376 5 questions question NNS cord-271094-utpg9p5u 376 6 outlined outline VBN cord-271094-utpg9p5u 376 7 in in IN cord-271094-utpg9p5u 376 8 the the DT cord-271094-utpg9p5u 376 9 previous previous JJ cord-271094-utpg9p5u 376 10 point point NN cord-271094-utpg9p5u 376 11 , , , cord-271094-utpg9p5u 376 12 conclusions conclusion NNS cord-271094-utpg9p5u 376 13 of of IN cord-271094-utpg9p5u 376 14 application application NN cord-271094-utpg9p5u 376 15 in in IN cord-271094-utpg9p5u 376 16 business business NN cord-271094-utpg9p5u 376 17 praxis praxis NNP cord-271094-utpg9p5u 376 18 can can MD cord-271094-utpg9p5u 376 19 be be VB cord-271094-utpg9p5u 376 20 derived derive VBN cord-271094-utpg9p5u 376 21 , , , cord-271094-utpg9p5u 376 22 due due IN cord-271094-utpg9p5u 376 23 to to IN cord-271094-utpg9p5u 376 24 the the DT cord-271094-utpg9p5u 376 25 novelty novelty NN cord-271094-utpg9p5u 376 26 of of IN cord-271094-utpg9p5u 376 27 the the DT cord-271094-utpg9p5u 376 28 study study NN cord-271094-utpg9p5u 376 29 and and CC cord-271094-utpg9p5u 376 30 its -PRON- PRP$ cord-271094-utpg9p5u 376 31 own own JJ cord-271094-utpg9p5u 376 32 foundation foundation NN cord-271094-utpg9p5u 376 33 in in IN cord-271094-utpg9p5u 376 34 business business NN cord-271094-utpg9p5u 376 35 reality reality NN cord-271094-utpg9p5u 376 36 . . . cord-271094-utpg9p5u 377 1 Deductible deductible JJ cord-271094-utpg9p5u 377 2 management management NN cord-271094-utpg9p5u 377 3 implications implication NNS cord-271094-utpg9p5u 377 4 of of IN cord-271094-utpg9p5u 377 5 this this DT cord-271094-utpg9p5u 377 6 research research NN cord-271094-utpg9p5u 377 7 are be VBP cord-271094-utpg9p5u 377 8 issues issue NNS cord-271094-utpg9p5u 377 9 such such JJ cord-271094-utpg9p5u 377 10 as as IN cord-271094-utpg9p5u 377 11 : : : cord-271094-utpg9p5u 377 12 a. a. NN cord-271094-utpg9p5u 378 1 The the DT cord-271094-utpg9p5u 378 2 company company NN cord-271094-utpg9p5u 378 3 's 's POS cord-271094-utpg9p5u 378 4 disposition disposition NN cord-271094-utpg9p5u 378 5 of of IN cord-271094-utpg9p5u 378 6 the the DT cord-271094-utpg9p5u 378 7 appropriate appropriate JJ cord-271094-utpg9p5u 378 8 planning planning NN cord-271094-utpg9p5u 378 9 and and CC cord-271094-utpg9p5u 378 10 control control NN cord-271094-utpg9p5u 378 11 tools tool NNS cord-271094-utpg9p5u 378 12 of of IN cord-271094-utpg9p5u 378 13 DIM dim NN cord-271094-utpg9p5u 378 14 . . . cord-271094-utpg9p5u 379 1 b. b. NNP cord-271094-utpg9p5u 380 1 The the DT cord-271094-utpg9p5u 380 2 recruiting recruiting NN cord-271094-utpg9p5u 380 3 of of IN cord-271094-utpg9p5u 380 4 professional professional JJ cord-271094-utpg9p5u 380 5 people people NNS cord-271094-utpg9p5u 380 6 ( ( -LRB- cord-271094-utpg9p5u 380 7 internal internal JJ cord-271094-utpg9p5u 380 8 or or CC cord-271094-utpg9p5u 380 9 external external JJ cord-271094-utpg9p5u 380 10 ) ) -RRB- cord-271094-utpg9p5u 380 11 capable capable JJ cord-271094-utpg9p5u 380 12 of of IN cord-271094-utpg9p5u 380 13 optimizing optimize VBG cord-271094-utpg9p5u 380 14 investments investment NNS cord-271094-utpg9p5u 380 15 in in IN cord-271094-utpg9p5u 380 16 SEO SEO NNP cord-271094-utpg9p5u 380 17 and and CC cord-271094-utpg9p5u 380 18 SEM SEM NNP cord-271094-utpg9p5u 380 19 . . . cord-271094-utpg9p5u 381 1 c. c. NNP cord-271094-utpg9p5u 382 1 The the DT cord-271094-utpg9p5u 382 2 importance importance NN cord-271094-utpg9p5u 382 3 of of IN cord-271094-utpg9p5u 382 4 considering consider VBG cord-271094-utpg9p5u 382 5 the the DT cord-271094-utpg9p5u 382 6 opportunity opportunity NN cord-271094-utpg9p5u 382 7 cost cost NN cord-271094-utpg9p5u 382 8 that that WDT cord-271094-utpg9p5u 382 9 can can MD cord-271094-utpg9p5u 382 10 be be VB cord-271094-utpg9p5u 382 11 derived derive VBN cord-271094-utpg9p5u 382 12 from from IN cord-271094-utpg9p5u 382 13 highlighted highlight VBN cord-271094-utpg9p5u 382 14 positions position NNS cord-271094-utpg9p5u 382 15 in in IN cord-271094-utpg9p5u 382 16 web web NN cord-271094-utpg9p5u 382 17 search search NN cord-271094-utpg9p5u 382 18 engines engine NNS cord-271094-utpg9p5u 382 19 and and CC cord-271094-utpg9p5u 382 20 their -PRON- PRP$ cord-271094-utpg9p5u 382 21 subsequent subsequent JJ cord-271094-utpg9p5u 382 22 generated generate VBN cord-271094-utpg9p5u 382 23 access access NN cord-271094-utpg9p5u 382 24 to to IN cord-271094-utpg9p5u 382 25 e e NN cord-271094-utpg9p5u 382 26 - - NN cord-271094-utpg9p5u 382 27 commerce commerce NN cord-271094-utpg9p5u 382 28 . . . cord-271094-utpg9p5u 383 1 d. d. NNP cord-271094-utpg9p5u 384 1 The the DT cord-271094-utpg9p5u 384 2 need need NN cord-271094-utpg9p5u 384 3 for for IN cord-271094-utpg9p5u 384 4 managers manager NNS cord-271094-utpg9p5u 384 5 of of IN cord-271094-utpg9p5u 384 6 the the DT cord-271094-utpg9p5u 384 7 e e NN cord-271094-utpg9p5u 384 8 - - NN cord-271094-utpg9p5u 384 9 commerce commerce NN cord-271094-utpg9p5u 384 10 portals portal NNS cord-271094-utpg9p5u 384 11 to to TO cord-271094-utpg9p5u 384 12 have have VB cord-271094-utpg9p5u 384 13 a a DT cord-271094-utpg9p5u 384 14 clear clear JJ cord-271094-utpg9p5u 384 15 , , , cord-271094-utpg9p5u 384 16 strategic strategic JJ cord-271094-utpg9p5u 384 17 focus focus NN cord-271094-utpg9p5u 384 18 on on IN cord-271094-utpg9p5u 384 19 the the DT cord-271094-utpg9p5u 384 20 part part NN cord-271094-utpg9p5u 384 21 of of IN cord-271094-utpg9p5u 384 22 the the DT cord-271094-utpg9p5u 384 23 conversion conversion NN cord-271094-utpg9p5u 384 24 of of IN cord-271094-utpg9p5u 384 25 generated generate VBN cord-271094-utpg9p5u 384 26 website website NN cord-271094-utpg9p5u 384 27 visits visit NNS cord-271094-utpg9p5u 384 28 into into IN cord-271094-utpg9p5u 384 29 sales sale NNS cord-271094-utpg9p5u 384 30 . . . cord-271094-utpg9p5u 385 1 e. e. NNP cord-271094-utpg9p5u 386 1 The the DT cord-271094-utpg9p5u 386 2 interest interest NN cord-271094-utpg9p5u 386 3 in in IN cord-271094-utpg9p5u 386 4 generating generate VBG cord-271094-utpg9p5u 386 5 customer customer NN cord-271094-utpg9p5u 386 6 databases database NNS cord-271094-utpg9p5u 386 7 from from IN cord-271094-utpg9p5u 386 8 which which WDT cord-271094-utpg9p5u 386 9 to to TO cord-271094-utpg9p5u 386 10 establish establish VB cord-271094-utpg9p5u 386 11 direct direct JJ cord-271094-utpg9p5u 386 12 relationships relationship NNS cord-271094-utpg9p5u 386 13 with with IN cord-271094-utpg9p5u 386 14 customers customer NNS cord-271094-utpg9p5u 386 15 . . . cord-271094-utpg9p5u 387 1 VI VI NNP cord-271094-utpg9p5u 387 2 . . . cord-271094-utpg9p5u 388 1 The the DT cord-271094-utpg9p5u 388 2 model model NN cord-271094-utpg9p5u 388 3 can can MD cord-271094-utpg9p5u 388 4 serve serve VB cord-271094-utpg9p5u 388 5 as as IN cord-271094-utpg9p5u 388 6 a a DT cord-271094-utpg9p5u 388 7 starting starting NN cord-271094-utpg9p5u 388 8 point point NN cord-271094-utpg9p5u 388 9 for for IN cord-271094-utpg9p5u 388 10 software software NN cord-271094-utpg9p5u 388 11 development development NN cord-271094-utpg9p5u 388 12 A. a. NN cord-271094-utpg9p5u 388 13 Erdmann Erdmann NNP cord-271094-utpg9p5u 388 14 and and CC cord-271094-utpg9p5u 388 15 J.M. J.M. NNP cord-271094-utpg9p5u 388 16 Ponzoa Ponzoa NNP cord-271094-utpg9p5u 388 17 Technological Technological NNP cord-271094-utpg9p5u 388 18 Forecasting Forecasting NNP cord-271094-utpg9p5u 388 19 & & CC cord-271094-utpg9p5u 388 20 Social Social NNP cord-271094-utpg9p5u 388 21 Change Change NNP cord-271094-utpg9p5u 388 22 162 162 CD cord-271094-utpg9p5u 388 23 ( ( -LRB- cord-271094-utpg9p5u 388 24 2021 2021 CD cord-271094-utpg9p5u 388 25 ) ) -RRB- cord-271094-utpg9p5u 388 26 120373 120373 CD cord-271094-utpg9p5u 388 27 companies company NNS cord-271094-utpg9p5u 388 28 , , , cord-271094-utpg9p5u 388 29 in in IN cord-271094-utpg9p5u 388 30 a a DT cord-271094-utpg9p5u 388 31 complementary complementary JJ cord-271094-utpg9p5u 388 32 way way NN cord-271094-utpg9p5u 388 33 to to IN cord-271094-utpg9p5u 388 34 the the DT cord-271094-utpg9p5u 388 35 metrics metric NNS cord-271094-utpg9p5u 388 36 that that WDT cord-271094-utpg9p5u 388 37 are be VBP cord-271094-utpg9p5u 388 38 already already RB cord-271094-utpg9p5u 388 39 provided provide VBN cord-271094-utpg9p5u 388 40 , , , cord-271094-utpg9p5u 388 41 allowing allow VBG cord-271094-utpg9p5u 388 42 to to TO cord-271094-utpg9p5u 388 43 facilitate facilitate VB cord-271094-utpg9p5u 388 44 cost cost NN cord-271094-utpg9p5u 388 45 - - HYPH cord-271094-utpg9p5u 388 46 dynamic dynamic JJ cord-271094-utpg9p5u 388 47 DIM dim NN cord-271094-utpg9p5u 388 48 readjustment readjustment NN cord-271094-utpg9p5u 388 49 solutions solution NNS cord-271094-utpg9p5u 388 50 . . . cord-271094-utpg9p5u 389 1 One one CD cord-271094-utpg9p5u 389 2 of of IN cord-271094-utpg9p5u 389 3 the the DT cord-271094-utpg9p5u 389 4 main main JJ cord-271094-utpg9p5u 389 5 limitations limitation NNS cord-271094-utpg9p5u 389 6 of of IN cord-271094-utpg9p5u 389 7 the the DT cord-271094-utpg9p5u 389 8 study study NN cord-271094-utpg9p5u 389 9 is be VBZ cord-271094-utpg9p5u 389 10 of of IN cord-271094-utpg9p5u 389 11 technical technical JJ cord-271094-utpg9p5u 389 12 origin origin NN cord-271094-utpg9p5u 389 13 . . . cord-271094-utpg9p5u 390 1 The the DT cord-271094-utpg9p5u 390 2 use use NN cord-271094-utpg9p5u 390 3 of of IN cord-271094-utpg9p5u 390 4 external external JJ cord-271094-utpg9p5u 390 5 databases database NNS cord-271094-utpg9p5u 390 6 to to IN cord-271094-utpg9p5u 390 7 the the DT cord-271094-utpg9p5u 390 8 data datum NNS cord-271094-utpg9p5u 390 9 sources source NNS cord-271094-utpg9p5u 390 10 of of IN cord-271094-utpg9p5u 390 11 the the DT cord-271094-utpg9p5u 390 12 companies company NNS cord-271094-utpg9p5u 390 13 included include VBN cord-271094-utpg9p5u 390 14 in in IN cord-271094-utpg9p5u 390 15 the the DT cord-271094-utpg9p5u 390 16 study study NN cord-271094-utpg9p5u 390 17 may may MD cord-271094-utpg9p5u 390 18 introduce introduce VB cord-271094-utpg9p5u 390 19 error error NN cord-271094-utpg9p5u 390 20 margins margin NNS cord-271094-utpg9p5u 390 21 between between IN cord-271094-utpg9p5u 390 22 the the DT cord-271094-utpg9p5u 390 23 actual actual JJ cord-271094-utpg9p5u 390 24 data datum NNS cord-271094-utpg9p5u 390 25 and and CC cord-271094-utpg9p5u 390 26 those those DT cord-271094-utpg9p5u 390 27 recorded record VBN cord-271094-utpg9p5u 390 28 by by IN cord-271094-utpg9p5u 390 29 the the DT cord-271094-utpg9p5u 390 30 tracking tracking NN cord-271094-utpg9p5u 390 31 tools tool NNS cord-271094-utpg9p5u 390 32 ( ( -LRB- cord-271094-utpg9p5u 390 33 SEMrush SEMrush NNS cord-271094-utpg9p5u 390 34 in in IN cord-271094-utpg9p5u 390 35 this this DT cord-271094-utpg9p5u 390 36 study study NN cord-271094-utpg9p5u 390 37 ) ) -RRB- cord-271094-utpg9p5u 390 38 . . . cord-271094-utpg9p5u 391 1 According accord VBG cord-271094-utpg9p5u 391 2 to to IN cord-271094-utpg9p5u 391 3 information information NN cord-271094-utpg9p5u 391 4 provided provide VBN cord-271094-utpg9p5u 391 5 by by IN cord-271094-utpg9p5u 391 6 SEMrush SEMrush NNP cord-271094-utpg9p5u 391 7 ( ( -LRB- cord-271094-utpg9p5u 391 8 2019 2019 CD cord-271094-utpg9p5u 391 9 ) ) -RRB- cord-271094-utpg9p5u 391 10 , , , cord-271094-utpg9p5u 391 11 there there EX cord-271094-utpg9p5u 391 12 are be VBP cord-271094-utpg9p5u 391 13 differences difference NNS cord-271094-utpg9p5u 391 14 between between IN cord-271094-utpg9p5u 391 15 information information NN cord-271094-utpg9p5u 391 16 registered register VBN cord-271094-utpg9p5u 391 17 by by IN cord-271094-utpg9p5u 391 18 the the DT cord-271094-utpg9p5u 391 19 tool tool NN cord-271094-utpg9p5u 391 20 when when WRB cord-271094-utpg9p5u 391 21 processing process VBG cord-271094-utpg9p5u 391 22 millions million NNS cord-271094-utpg9p5u 391 23 of of IN cord-271094-utpg9p5u 391 24 network network NN cord-271094-utpg9p5u 391 25 interactions interaction NNS cord-271094-utpg9p5u 391 26 and and CC cord-271094-utpg9p5u 391 27 the the DT cord-271094-utpg9p5u 391 28 interactions interaction NNS cord-271094-utpg9p5u 391 29 registered register VBN cord-271094-utpg9p5u 391 30 on on IN cord-271094-utpg9p5u 391 31 the the DT cord-271094-utpg9p5u 391 32 server server NN cord-271094-utpg9p5u 391 33 itself -PRON- PRP cord-271094-utpg9p5u 391 34 , , , cord-271094-utpg9p5u 391 35 which which WDT cord-271094-utpg9p5u 391 36 hosts host VBZ cord-271094-utpg9p5u 391 37 the the DT cord-271094-utpg9p5u 391 38 web web NN cord-271094-utpg9p5u 391 39 ( ( -LRB- cord-271094-utpg9p5u 391 40 the the DT cord-271094-utpg9p5u 391 41 computer computer NN cord-271094-utpg9p5u 391 42 code code NN cord-271094-utpg9p5u 391 43 ) ) -RRB- cord-271094-utpg9p5u 391 44 that that WDT cord-271094-utpg9p5u 391 45 supports support VBZ cord-271094-utpg9p5u 391 46 the the DT cord-271094-utpg9p5u 391 47 e e NN cord-271094-utpg9p5u 391 48 - - NN cord-271094-utpg9p5u 391 49 commerce commerce NN cord-271094-utpg9p5u 391 50 . . . cord-271094-utpg9p5u 392 1 However however RB cord-271094-utpg9p5u 392 2 , , , cord-271094-utpg9p5u 392 3 since since IN cord-271094-utpg9p5u 392 4 it -PRON- PRP cord-271094-utpg9p5u 392 5 is be VBZ cord-271094-utpg9p5u 392 6 such such PDT cord-271094-utpg9p5u 392 7 a a DT cord-271094-utpg9p5u 392 8 high high JJ cord-271094-utpg9p5u 392 9 volume volume NN cord-271094-utpg9p5u 392 10 of of IN cord-271094-utpg9p5u 392 11 information information NN cord-271094-utpg9p5u 392 12 , , , cord-271094-utpg9p5u 392 13 and and CC cord-271094-utpg9p5u 392 14 without without IN cord-271094-utpg9p5u 392 15 being be VBG cord-271094-utpg9p5u 392 16 able able JJ cord-271094-utpg9p5u 392 17 to to TO cord-271094-utpg9p5u 392 18 verify verify VB cord-271094-utpg9p5u 392 19 the the DT cord-271094-utpg9p5u 392 20 difference difference NN cord-271094-utpg9p5u 392 21 between between IN cord-271094-utpg9p5u 392 22 one one CD cord-271094-utpg9p5u 392 23 data data NN cord-271094-utpg9p5u 392 24 source source NN cord-271094-utpg9p5u 392 25 and and CC cord-271094-utpg9p5u 392 26 another another DT cord-271094-utpg9p5u 392 27 in in IN cord-271094-utpg9p5u 392 28 this this DT cord-271094-utpg9p5u 392 29 research research NN cord-271094-utpg9p5u 392 30 , , , cord-271094-utpg9p5u 392 31 a a DT cord-271094-utpg9p5u 392 32 very very RB cord-271094-utpg9p5u 392 33 high high JJ cord-271094-utpg9p5u 392 34 level level NN cord-271094-utpg9p5u 392 35 of of IN cord-271094-utpg9p5u 392 36 statistical statistical JJ cord-271094-utpg9p5u 392 37 validity validity NN cord-271094-utpg9p5u 392 38 is be VBZ cord-271094-utpg9p5u 392 39 assumed assume VBN cord-271094-utpg9p5u 392 40 without without IN cord-271094-utpg9p5u 392 41 indecency indecency NN cord-271094-utpg9p5u 392 42 , , , cord-271094-utpg9p5u 392 43 or or CC cord-271094-utpg9p5u 392 44 with with IN cord-271094-utpg9p5u 392 45 minimal minimal JJ cord-271094-utpg9p5u 392 46 impact impact NN cord-271094-utpg9p5u 392 47 on on IN cord-271094-utpg9p5u 392 48 the the DT cord-271094-utpg9p5u 392 49 results result NNS cord-271094-utpg9p5u 392 50 . . . cord-271094-utpg9p5u 393 1 The the DT cord-271094-utpg9p5u 393 2 data datum NNS cord-271094-utpg9p5u 393 3 provided provide VBD cord-271094-utpg9p5u 393 4 and and CC cord-271094-utpg9p5u 393 5 used use VBD cord-271094-utpg9p5u 393 6 to to TO cord-271094-utpg9p5u 393 7 identify identify VB cord-271094-utpg9p5u 393 8 e e NN cord-271094-utpg9p5u 393 9 - - NN cord-271094-utpg9p5u 393 10 commerce commerce NN cord-271094-utpg9p5u 393 11 sales sale NNS cord-271094-utpg9p5u 393 12 volume volume NN cord-271094-utpg9p5u 393 13 and and CC cord-271094-utpg9p5u 393 14 the the DT cord-271094-utpg9p5u 393 15 market market NN cord-271094-utpg9p5u 393 16 share share NN cord-271094-utpg9p5u 393 17 of of IN cord-271094-utpg9p5u 393 18 grocery grocery NN cord-271094-utpg9p5u 393 19 e e NN cord-271094-utpg9p5u 393 20 - - NN cord-271094-utpg9p5u 393 21 commerce commerce NN cord-271094-utpg9p5u 393 22 come come VBN cord-271094-utpg9p5u 393 23 from from IN cord-271094-utpg9p5u 393 24 different different JJ cord-271094-utpg9p5u 393 25 sources source NNS cord-271094-utpg9p5u 393 26 for for IN cord-271094-utpg9p5u 393 27 the the DT cord-271094-utpg9p5u 393 28 European european JJ cord-271094-utpg9p5u 393 29 ( ( -LRB- cord-271094-utpg9p5u 393 30 LZRetailytics lzretailytic NNS cord-271094-utpg9p5u 393 31 , , , cord-271094-utpg9p5u 393 32 2019 2019 CD cord-271094-utpg9p5u 393 33 ) ) -RRB- cord-271094-utpg9p5u 393 34 and and CC cord-271094-utpg9p5u 393 35 American American NNP cord-271094-utpg9p5u 393 36 ( ( -LRB- cord-271094-utpg9p5u 393 37 EcommerceDB EcommerceDB NNP cord-271094-utpg9p5u 393 38 , , , cord-271094-utpg9p5u 393 39 2019 2019 CD cord-271094-utpg9p5u 393 40 ) ) -RRB- cord-271094-utpg9p5u 393 41 market market NN cord-271094-utpg9p5u 393 42 . . . cord-271094-utpg9p5u 394 1 Both both DT cord-271094-utpg9p5u 394 2 databases database NNS cord-271094-utpg9p5u 394 3 are be VBP cord-271094-utpg9p5u 394 4 based base VBN cord-271094-utpg9p5u 394 5 on on IN cord-271094-utpg9p5u 394 6 obtaining obtain VBG cord-271094-utpg9p5u 394 7 information information NN cord-271094-utpg9p5u 394 8 through through IN cord-271094-utpg9p5u 394 9 annual annual JJ cord-271094-utpg9p5u 394 10 reports report NNS cord-271094-utpg9p5u 394 11 from from IN cord-271094-utpg9p5u 394 12 retailers retailer NNS cord-271094-utpg9p5u 394 13 and and CC cord-271094-utpg9p5u 394 14 e e NN cord-271094-utpg9p5u 394 15 - - NN cord-271094-utpg9p5u 394 16 commerce commerce NN cord-271094-utpg9p5u 394 17 and and CC cord-271094-utpg9p5u 394 18 may may MD cord-271094-utpg9p5u 394 19 apply apply VB cord-271094-utpg9p5u 394 20 a a DT cord-271094-utpg9p5u 394 21 broader broad JJR cord-271094-utpg9p5u 394 22 or or CC cord-271094-utpg9p5u 394 23 narrower narrow JJR cord-271094-utpg9p5u 394 24 market market NN cord-271094-utpg9p5u 394 25 definition definition NN cord-271094-utpg9p5u 394 26 . . . cord-271094-utpg9p5u 395 1 While while IN cord-271094-utpg9p5u 395 2 this this DT cord-271094-utpg9p5u 395 3 may may MD cord-271094-utpg9p5u 395 4 have have VB cord-271094-utpg9p5u 395 5 implications implication NNS cord-271094-utpg9p5u 395 6 for for IN cord-271094-utpg9p5u 395 7 the the DT cord-271094-utpg9p5u 395 8 identification identification NN cord-271094-utpg9p5u 395 9 of of IN cord-271094-utpg9p5u 395 10 the the DT cord-271094-utpg9p5u 395 11 respective respective JJ cord-271094-utpg9p5u 395 12 market market NN cord-271094-utpg9p5u 395 13 leaders leader NNS cord-271094-utpg9p5u 395 14 covering cover VBG cord-271094-utpg9p5u 395 15 the the DT cord-271094-utpg9p5u 395 16 established establish VBN cord-271094-utpg9p5u 395 17 cumulative cumulative JJ cord-271094-utpg9p5u 395 18 market market NN cord-271094-utpg9p5u 395 19 share share NN cord-271094-utpg9p5u 395 20 to to TO cord-271094-utpg9p5u 395 21 ensure ensure VB cord-271094-utpg9p5u 395 22 representativeness representativeness NN cord-271094-utpg9p5u 395 23 , , , cord-271094-utpg9p5u 395 24 the the DT cord-271094-utpg9p5u 395 25 advantage advantage NN cord-271094-utpg9p5u 395 26 of of IN cord-271094-utpg9p5u 395 27 using use VBG cord-271094-utpg9p5u 395 28 data datum NNS cord-271094-utpg9p5u 395 29 from from IN cord-271094-utpg9p5u 395 30 local local JJ cord-271094-utpg9p5u 395 31 market market NN cord-271094-utpg9p5u 395 32 experts expert NNS cord-271094-utpg9p5u 395 33 is be VBZ cord-271094-utpg9p5u 395 34 an an DT cord-271094-utpg9p5u 395 35 expected expect VBN cord-271094-utpg9p5u 395 36 higher high JJR cord-271094-utpg9p5u 395 37 level level NN cord-271094-utpg9p5u 395 38 of of IN cord-271094-utpg9p5u 395 39 precision precision NN cord-271094-utpg9p5u 395 40 in in IN cord-271094-utpg9p5u 395 41 the the DT cord-271094-utpg9p5u 395 42 data datum NNS cord-271094-utpg9p5u 395 43 and and CC cord-271094-utpg9p5u 395 44 complementary complementary JJ cord-271094-utpg9p5u 395 45 information information NN cord-271094-utpg9p5u 395 46 . . . cord-271094-utpg9p5u 396 1 Moreover moreover RB cord-271094-utpg9p5u 396 2 , , , cord-271094-utpg9p5u 396 3 being be VBG cord-271094-utpg9p5u 396 4 able able JJ cord-271094-utpg9p5u 396 5 to to TO cord-271094-utpg9p5u 396 6 access access VB cord-271094-utpg9p5u 396 7 online online JJ cord-271094-utpg9p5u 396 8 sales sale NNS cord-271094-utpg9p5u 396 9 data datum NNS cord-271094-utpg9p5u 396 10 on on IN cord-271094-utpg9p5u 396 11 a a DT cord-271094-utpg9p5u 396 12 monthly monthly JJ cord-271094-utpg9p5u 396 13 basis basis NN cord-271094-utpg9p5u 396 14 and and CC cord-271094-utpg9p5u 396 15 differentiating differentiate VBG cord-271094-utpg9p5u 396 16 by by IN cord-271094-utpg9p5u 396 17 the the DT cord-271094-utpg9p5u 396 18 traffic traffic NN cord-271094-utpg9p5u 396 19 source source NN cord-271094-utpg9p5u 396 20 would would MD cord-271094-utpg9p5u 396 21 allow allow VB cord-271094-utpg9p5u 396 22 us -PRON- PRP cord-271094-utpg9p5u 396 23 to to TO cord-271094-utpg9p5u 396 24 accurately accurately RB cord-271094-utpg9p5u 396 25 estimate estimate VB cord-271094-utpg9p5u 396 26 the the DT cord-271094-utpg9p5u 396 27 marginal marginal JJ cord-271094-utpg9p5u 396 28 effect effect NN cord-271094-utpg9p5u 396 29 of of IN cord-271094-utpg9p5u 396 30 additional additional JJ cord-271094-utpg9p5u 396 31 visits visit NNS cord-271094-utpg9p5u 396 32 on on IN cord-271094-utpg9p5u 396 33 revenues revenue NNS cord-271094-utpg9p5u 396 34 and and CC cord-271094-utpg9p5u 396 35 disregard disregard VB cord-271094-utpg9p5u 396 36 the the DT cord-271094-utpg9p5u 396 37 identification identification NN cord-271094-utpg9p5u 396 38 assumption assumption NN cord-271094-utpg9p5u 396 39 that that IN cord-271094-utpg9p5u 396 40 the the DT cord-271094-utpg9p5u 396 41 conversion conversion NN cord-271094-utpg9p5u 396 42 is be VBZ cord-271094-utpg9p5u 396 43 independent independent JJ cord-271094-utpg9p5u 396 44 of of IN cord-271094-utpg9p5u 396 45 the the DT cord-271094-utpg9p5u 396 46 source source NN cord-271094-utpg9p5u 396 47 of of IN cord-271094-utpg9p5u 396 48 web web NN cord-271094-utpg9p5u 396 49 traffic traffic NN cord-271094-utpg9p5u 396 50 . . . cord-271094-utpg9p5u 397 1 With with IN cord-271094-utpg9p5u 397 2 regard regard NN cord-271094-utpg9p5u 397 3 to to IN cord-271094-utpg9p5u 397 4 future future JJ cord-271094-utpg9p5u 397 5 research research NN cord-271094-utpg9p5u 397 6 lines line NNS cord-271094-utpg9p5u 397 7 focused focus VBD cord-271094-utpg9p5u 397 8 on on IN cord-271094-utpg9p5u 397 9 the the DT cord-271094-utpg9p5u 397 10 economic economic JJ cord-271094-utpg9p5u 397 11 performance performance NN cord-271094-utpg9p5u 397 12 of of IN cord-271094-utpg9p5u 397 13 digital digital JJ cord-271094-utpg9p5u 397 14 marketing marketing NN cord-271094-utpg9p5u 397 15 , , , cord-271094-utpg9p5u 397 16 the the DT cord-271094-utpg9p5u 397 17 possibility possibility NN cord-271094-utpg9p5u 397 18 of of IN cord-271094-utpg9p5u 397 19 applying apply VBG cord-271094-utpg9p5u 397 20 similar similar JJ cord-271094-utpg9p5u 397 21 studies study NNS cord-271094-utpg9p5u 397 22 to to IN cord-271094-utpg9p5u 397 23 the the DT cord-271094-utpg9p5u 397 24 use use NN cord-271094-utpg9p5u 397 25 of of IN cord-271094-utpg9p5u 397 26 other other JJ cord-271094-utpg9p5u 397 27 DIM dim NN cord-271094-utpg9p5u 397 28 techniques technique NNS cord-271094-utpg9p5u 397 29 , , , cord-271094-utpg9p5u 397 30 such such JJ cord-271094-utpg9p5u 397 31 as as IN cord-271094-utpg9p5u 397 32 display display NN cord-271094-utpg9p5u 397 33 ( ( -LRB- cord-271094-utpg9p5u 397 34 or or CC cord-271094-utpg9p5u 397 35 advertising advertising NN cord-271094-utpg9p5u 397 36 in in IN cord-271094-utpg9p5u 397 37 the the DT cord-271094-utpg9p5u 397 38 networks network NNS cord-271094-utpg9p5u 397 39 ) ) -RRB- cord-271094-utpg9p5u 397 40 or or CC cord-271094-utpg9p5u 397 41 backlink backlink NN cord-271094-utpg9p5u 397 42 ( ( -LRB- cord-271094-utpg9p5u 397 43 or or CC cord-271094-utpg9p5u 397 44 generation generation NN cord-271094-utpg9p5u 397 45 of of IN cord-271094-utpg9p5u 397 46 links link NNS cord-271094-utpg9p5u 397 47 from from IN cord-271094-utpg9p5u 397 48 social social JJ cord-271094-utpg9p5u 397 49 networks network NNS cord-271094-utpg9p5u 397 50 , , , cord-271094-utpg9p5u 397 51 blogs blog NNS cord-271094-utpg9p5u 397 52 and and CC cord-271094-utpg9p5u 397 53 other other JJ cord-271094-utpg9p5u 397 54 content content NN cord-271094-utpg9p5u 397 55 support support NN cord-271094-utpg9p5u 397 56 on on IN cord-271094-utpg9p5u 397 57 the the DT cord-271094-utpg9p5u 397 58 Internet internet NN cord-271094-utpg9p5u 397 59 ) ) -RRB- cord-271094-utpg9p5u 397 60 , , , cord-271094-utpg9p5u 397 61 in in IN cord-271094-utpg9p5u 397 62 which which WDT cord-271094-utpg9p5u 397 63 case case NN cord-271094-utpg9p5u 397 64 it -PRON- PRP cord-271094-utpg9p5u 397 65 would would MD cord-271094-utpg9p5u 397 66 imply imply VB cord-271094-utpg9p5u 397 67 accounting account VBG cord-271094-utpg9p5u 397 68 for for IN cord-271094-utpg9p5u 397 69 incomplete incomplete JJ cord-271094-utpg9p5u 397 70 information information NN cord-271094-utpg9p5u 397 71 on on IN cord-271094-utpg9p5u 397 72 private private JJ cord-271094-utpg9p5u 397 73 costs cost NNS cord-271094-utpg9p5u 397 74 of of IN cord-271094-utpg9p5u 397 75 companies company NNS cord-271094-utpg9p5u 397 76 regarding regard VBG cord-271094-utpg9p5u 397 77 these these DT cord-271094-utpg9p5u 397 78 Backlink Backlink NNP cord-271094-utpg9p5u 397 79 and and CC cord-271094-utpg9p5u 397 80 Display display NN cord-271094-utpg9p5u 397 81 techniques technique NNS cord-271094-utpg9p5u 397 82 . . . cord-271094-utpg9p5u 398 1 Finally finally RB cord-271094-utpg9p5u 398 2 , , , cord-271094-utpg9p5u 398 3 it -PRON- PRP cord-271094-utpg9p5u 398 4 would would MD cord-271094-utpg9p5u 398 5 be be VB cord-271094-utpg9p5u 398 6 desirable desirable JJ cord-271094-utpg9p5u 398 7 to to TO cord-271094-utpg9p5u 398 8 contemplate contemplate VB cord-271094-utpg9p5u 398 9 the the DT cord-271094-utpg9p5u 398 10 interaction interaction NN cord-271094-utpg9p5u 398 11 between between IN cord-271094-utpg9p5u 398 12 companies company NNS cord-271094-utpg9p5u 398 13 in in IN cord-271094-utpg9p5u 398 14 terms term NNS cord-271094-utpg9p5u 398 15 of of IN cord-271094-utpg9p5u 398 16 best good JJS cord-271094-utpg9p5u 398 17 response response NN cord-271094-utpg9p5u 398 18 based base VBN cord-271094-utpg9p5u 398 19 on on IN cord-271094-utpg9p5u 398 20 game game NN cord-271094-utpg9p5u 398 21 theory theory NN cord-271094-utpg9p5u 398 22 , , , cord-271094-utpg9p5u 398 23 within within IN cord-271094-utpg9p5u 398 24 the the DT cord-271094-utpg9p5u 398 25 framework framework NN cord-271094-utpg9p5u 398 26 of of IN cord-271094-utpg9p5u 398 27 the the DT cord-271094-utpg9p5u 398 28 analysis analysis NN cord-271094-utpg9p5u 398 29 of of IN cord-271094-utpg9p5u 398 30 economic economic JJ cord-271094-utpg9p5u 398 31 efficiency efficiency NN cord-271094-utpg9p5u 398 32 of of IN cord-271094-utpg9p5u 398 33 the the DT cord-271094-utpg9p5u 398 34 DIMmix DIMmix NNP cord-271094-utpg9p5u 398 35 and and CC cord-271094-utpg9p5u 398 36 the the DT cord-271094-utpg9p5u 398 37 richness richness NN cord-271094-utpg9p5u 398 38 of of IN cord-271094-utpg9p5u 398 39 the the DT cord-271094-utpg9p5u 398 40 available available JJ cord-271094-utpg9p5u 398 41 data datum NNS cord-271094-utpg9p5u 398 42 with with IN cord-271094-utpg9p5u 398 43 respect respect NN cord-271094-utpg9p5u 398 44 to to IN cord-271094-utpg9p5u 398 45 the the DT cord-271094-utpg9p5u 398 46 measurement measurement NN cord-271094-utpg9p5u 398 47 of of IN cord-271094-utpg9p5u 398 48 DIM dim NN cord-271094-utpg9p5u 398 49 . . . cord-271094-utpg9p5u 399 1 The the DT cord-271094-utpg9p5u 399 2 motivation motivation NN cord-271094-utpg9p5u 399 3 , , , cord-271094-utpg9p5u 399 4 results result NNS cord-271094-utpg9p5u 399 5 , , , cord-271094-utpg9p5u 399 6 and and CC cord-271094-utpg9p5u 399 7 contribution contribution NN cord-271094-utpg9p5u 399 8 of of IN cord-271094-utpg9p5u 399 9 the the DT cord-271094-utpg9p5u 399 10 study study NN cord-271094-utpg9p5u 399 11 converge converge VBP cord-271094-utpg9p5u 399 12 on on IN cord-271094-utpg9p5u 399 13 the the DT cord-271094-utpg9p5u 399 14 idea idea NN cord-271094-utpg9p5u 399 15 of of IN cord-271094-utpg9p5u 399 16 providing provide VBG cord-271094-utpg9p5u 399 17 a a DT cord-271094-utpg9p5u 399 18 new new JJ cord-271094-utpg9p5u 399 19 step step NN cord-271094-utpg9p5u 399 20 in in IN cord-271094-utpg9p5u 399 21 the the DT cord-271094-utpg9p5u 399 22 improvement improvement NN cord-271094-utpg9p5u 399 23 of of IN cord-271094-utpg9p5u 399 24 marketing marketing NN cord-271094-utpg9p5u 399 25 decisions decision NNS cord-271094-utpg9p5u 399 26 made make VBN cord-271094-utpg9p5u 399 27 in in IN cord-271094-utpg9p5u 399 28 the the DT cord-271094-utpg9p5u 399 29 digital digital JJ cord-271094-utpg9p5u 399 30 environment environment NN cord-271094-utpg9p5u 399 31 . . . cord-271094-utpg9p5u 399 32 _SP cord-271094-utpg9p5u 400 1 Determinantes Determinantes NNP cord-271094-utpg9p5u 400 2 de de FW cord-271094-utpg9p5u 400 3 la la FW cord-271094-utpg9p5u 400 4 confianza confianza NNP cord-271094-utpg9p5u 400 5 del del FW cord-271094-utpg9p5u 400 6 consumidor consumidor NNP cord-271094-utpg9p5u 400 7 hacia hacia NNP cord-271094-utpg9p5u 400 8 el el NNP cord-271094-utpg9p5u 400 9 comercio comercio NNP cord-271094-utpg9p5u 400 10 electrónico electrónico NNP cord-271094-utpg9p5u 400 11 : : : cord-271094-utpg9p5u 401 1 Una Una NNP cord-271094-utpg9p5u 401 2 aplicación aplicación NNP cord-271094-utpg9p5u 401 3 al al NNP cord-271094-utpg9p5u 401 4 caso caso NNP cord-271094-utpg9p5u 402 1 de de NNP cord-271094-utpg9p5u 402 2 Puerto Puerto NNP cord-271094-utpg9p5u 402 3 Rico Rico NNP cord-271094-utpg9p5u 403 1 A a DT cord-271094-utpg9p5u 403 2 service service NN cord-271094-utpg9p5u 403 3 - - HYPH cord-271094-utpg9p5u 403 4 oriented orient VBN cord-271094-utpg9p5u 403 5 E E NNP cord-271094-utpg9p5u 403 6 - - NNP cord-271094-utpg9p5u 403 7 Commerce Commerce NNP cord-271094-utpg9p5u 403 8 reference reference NN cord-271094-utpg9p5u 403 9 architecture architecture NN cord-271094-utpg9p5u 404 1 The the DT cord-271094-utpg9p5u 404 2 economic economic JJ cord-271094-utpg9p5u 404 3 analysis analysis NN cord-271094-utpg9p5u 404 4 of of IN cord-271094-utpg9p5u 404 5 advertising advertising NN cord-271094-utpg9p5u 404 6 . . . cord-271094-utpg9p5u 405 1 Handbook Handbook NNP cord-271094-utpg9p5u 405 2 of of IN cord-271094-utpg9p5u 405 3 Industrial Industrial NNP cord-271094-utpg9p5u 405 4 Organization Organization NNP cord-271094-utpg9p5u 405 5 3 3 CD cord-271094-utpg9p5u 405 6 Learning learn VBG cord-271094-utpg9p5u 405 7 in in IN cord-271094-utpg9p5u 405 8 repeated repeat VBN cord-271094-utpg9p5u 405 9 auctions auction NNS cord-271094-utpg9p5u 405 10 with with IN cord-271094-utpg9p5u 405 11 budgets budget NNS cord-271094-utpg9p5u 405 12 : : : cord-271094-utpg9p5u 405 13 regret regret VB cord-271094-utpg9p5u 405 14 minimization minimization NN cord-271094-utpg9p5u 405 15 and and CC cord-271094-utpg9p5u 405 16 equilibrium equilibrium NN cord-271094-utpg9p5u 406 1 Aligning align VBG cord-271094-utpg9p5u 406 2 marketing marketing NN cord-271094-utpg9p5u 406 3 and and CC cord-271094-utpg9p5u 406 4 sales sale NNS cord-271094-utpg9p5u 406 5 in in IN cord-271094-utpg9p5u 406 6 multichannel multichannel JJ cord-271094-utpg9p5u 406 7 marketing marketing NN cord-271094-utpg9p5u 406 8 : : : cord-271094-utpg9p5u 406 9 compensation compensation NN cord-271094-utpg9p5u 406 10 design design NN cord-271094-utpg9p5u 406 11 for for IN cord-271094-utpg9p5u 406 12 online online JJ cord-271094-utpg9p5u 406 13 lead lead JJ cord-271094-utpg9p5u 406 14 generation generation NN cord-271094-utpg9p5u 406 15 and and CC cord-271094-utpg9p5u 406 16 offline offline JJ cord-271094-utpg9p5u 406 17 sales sale NNS cord-271094-utpg9p5u 406 18 conversion conversion NN cord-271094-utpg9p5u 406 19 Grocery Grocery NNP cord-271094-utpg9p5u 406 20 Retailing Retailing NNP cord-271094-utpg9p5u 406 21 in in IN cord-271094-utpg9p5u 406 22 the the DT cord-271094-utpg9p5u 406 23 I4.0 I4.0 NNP cord-271094-utpg9p5u 406 24 Era era NN cord-271094-utpg9p5u 407 1 * * NFP cord-271094-utpg9p5u 407 2 . . . cord-271094-utpg9p5u 408 1 SYMPHONYA SYMPHONYA NNP cord-271094-utpg9p5u 408 2 Emerg Emerg NNP cord-271094-utpg9p5u 409 1 The the DT cord-271094-utpg9p5u 409 2 development development NN cord-271094-utpg9p5u 409 3 of of IN cord-271094-utpg9p5u 409 4 the the DT cord-271094-utpg9p5u 409 5 hierarchy hierarchy NN cord-271094-utpg9p5u 409 6 of of IN cord-271094-utpg9p5u 409 7 effects effect NNS cord-271094-utpg9p5u 409 8 : : : cord-271094-utpg9p5u 409 9 an an DT cord-271094-utpg9p5u 409 10 historical historical JJ cord-271094-utpg9p5u 409 11 perspective perspective NN cord-271094-utpg9p5u 409 12 Search search NN cord-271094-utpg9p5u 409 13 Engine engine NN cord-271094-utpg9p5u 409 14 optimization optimization NN cord-271094-utpg9p5u 409 15 : : : cord-271094-utpg9p5u 409 16 what what WP cord-271094-utpg9p5u 409 17 drives drive VBZ cord-271094-utpg9p5u 409 18 organic organic JJ cord-271094-utpg9p5u 409 19 traffic traffic NN cord-271094-utpg9p5u 409 20 to to IN cord-271094-utpg9p5u 409 21 retail retail JJ cord-271094-utpg9p5u 409 22 sites site NNS cord-271094-utpg9p5u 409 23 ? ? . cord-271094-utpg9p5u 410 1 Retail retail JJ cord-271094-utpg9p5u 410 2 service service NN cord-271094-utpg9p5u 410 3 - - HYPH cord-271094-utpg9p5u 410 4 based base VBN cord-271094-utpg9p5u 410 5 operant operant NN cord-271094-utpg9p5u 410 6 resources resource NNS cord-271094-utpg9p5u 410 7 and and CC cord-271094-utpg9p5u 410 8 market market NN cord-271094-utpg9p5u 410 9 performance performance NN cord-271094-utpg9p5u 410 10 Industrial Industrial NNP cord-271094-utpg9p5u 410 11 Organization Organization NNP cord-271094-utpg9p5u 410 12 : : : cord-271094-utpg9p5u 410 13 Markets Markets NNP cord-271094-utpg9p5u 410 14 and and CC cord-271094-utpg9p5u 410 15 Strategies strategy NNS cord-271094-utpg9p5u 411 1 Exploring explore VBG cord-271094-utpg9p5u 411 2 organizational organizational JJ cord-271094-utpg9p5u 411 3 propensity propensity NN cord-271094-utpg9p5u 411 4 toward toward IN cord-271094-utpg9p5u 411 5 inbound inbound JJ cord-271094-utpg9p5u 411 6 - - HYPH cord-271094-utpg9p5u 411 7 outbound outbound JJ cord-271094-utpg9p5u 411 8 marketing marketing NN cord-271094-utpg9p5u 411 9 techniques technique NNS cord-271094-utpg9p5u 411 10 adoption adoption NN cord-271094-utpg9p5u 411 11 : : : cord-271094-utpg9p5u 411 12 the the DT cord-271094-utpg9p5u 411 13 case case NN cord-271094-utpg9p5u 411 14 of of IN cord-271094-utpg9p5u 411 15 pure pure JJ cord-271094-utpg9p5u 411 16 players player NNS cord-271094-utpg9p5u 411 17 and and CC cord-271094-utpg9p5u 411 18 click click VB cord-271094-utpg9p5u 411 19 and and CC cord-271094-utpg9p5u 411 20 mortar mortar NN cord-271094-utpg9p5u 411 21 companies company NNS cord-271094-utpg9p5u 412 1 The the DT cord-271094-utpg9p5u 412 2 process process NN cord-271094-utpg9p5u 412 3 of of IN cord-271094-utpg9p5u 412 4 customer customer NN cord-271094-utpg9p5u 412 5 engagement engagement NN cord-271094-utpg9p5u 412 6 : : : cord-271094-utpg9p5u 412 7 A a DT cord-271094-utpg9p5u 412 8 conceptual conceptual JJ cord-271094-utpg9p5u 412 9 framework framework NN cord-271094-utpg9p5u 412 10 When when WRB cord-271094-utpg9p5u 412 11 do do VB cord-271094-utpg9p5u 412 12 large large JJ cord-271094-utpg9p5u 412 13 product product NN cord-271094-utpg9p5u 412 14 assortments assortment NNS cord-271094-utpg9p5u 412 15 benefit benefit VBP cord-271094-utpg9p5u 412 16 consumers consumer NNS cord-271094-utpg9p5u 412 17 ? ? . cord-271094-utpg9p5u 413 1 An an DT cord-271094-utpg9p5u 413 2 information information NN cord-271094-utpg9p5u 413 3 - - HYPH cord-271094-utpg9p5u 413 4 processing processing NN cord-271094-utpg9p5u 413 5 perspective perspective NN cord-271094-utpg9p5u 413 6 Cross Cross NNP cord-271094-utpg9p5u 413 7 - - JJ cord-271094-utpg9p5u 413 8 channel channel JJ cord-271094-utpg9p5u 413 9 effects effect NNS cord-271094-utpg9p5u 413 10 of of IN cord-271094-utpg9p5u 413 11 price price NN cord-271094-utpg9p5u 413 12 promotions promotion NNS cord-271094-utpg9p5u 413 13 : : : cord-271094-utpg9p5u 413 14 an an DT cord-271094-utpg9p5u 413 15 empirical empirical JJ cord-271094-utpg9p5u 413 16 analysis analysis NN cord-271094-utpg9p5u 413 17 of of IN cord-271094-utpg9p5u 413 18 the the DT cord-271094-utpg9p5u 413 19 multi multi JJ cord-271094-utpg9p5u 413 20 - - JJ cord-271094-utpg9p5u 413 21 channel channel JJ cord-271094-utpg9p5u 413 22 grocery grocery NN cord-271094-utpg9p5u 413 23 retail retail JJ cord-271094-utpg9p5u 413 24 sector sector NN cord-271094-utpg9p5u 413 25 Online Online NNP cord-271094-utpg9p5u 413 26 category category NN cord-271094-utpg9p5u 413 27 pricing price VBG cord-271094-utpg9p5u 413 28 at at IN cord-271094-utpg9p5u 413 29 a a DT cord-271094-utpg9p5u 413 30 multichannel multichannel JJ cord-271094-utpg9p5u 413 31 grocery grocery NN cord-271094-utpg9p5u 413 32 retailer retailer NN cord-271094-utpg9p5u 413 33 How how WRB cord-271094-utpg9p5u 413 34 entrepreneurial entrepreneurial JJ cord-271094-utpg9p5u 413 35 SMEs sme NNS cord-271094-utpg9p5u 413 36 compete compete VBP cord-271094-utpg9p5u 413 37 through through IN cord-271094-utpg9p5u 413 38 digital digital JJ cord-271094-utpg9p5u 413 39 platforms platform NNS cord-271094-utpg9p5u 413 40 : : : cord-271094-utpg9p5u 413 41 the the DT cord-271094-utpg9p5u 413 42 roles role NNS cord-271094-utpg9p5u 413 43 of of IN cord-271094-utpg9p5u 413 44 digital digital JJ cord-271094-utpg9p5u 413 45 platform platform NN cord-271094-utpg9p5u 413 46 capability capability NN cord-271094-utpg9p5u 413 47 , , , cord-271094-utpg9p5u 413 48 network network NN cord-271094-utpg9p5u 413 49 capability capability NN cord-271094-utpg9p5u 413 50 and and CC cord-271094-utpg9p5u 413 51 ambidexterity ambidexterity NN cord-271094-utpg9p5u 413 52 Predicting predict VBG cord-271094-utpg9p5u 413 53 online online JJ cord-271094-utpg9p5u 413 54 product product NN cord-271094-utpg9p5u 413 55 sales sale NNS cord-271094-utpg9p5u 413 56 via via IN cord-271094-utpg9p5u 413 57 online online JJ cord-271094-utpg9p5u 413 58 reviews review NNS cord-271094-utpg9p5u 413 59 , , , cord-271094-utpg9p5u 413 60 sentiments sentiment NNS cord-271094-utpg9p5u 413 61 , , , cord-271094-utpg9p5u 413 62 and and CC cord-271094-utpg9p5u 413 63 promotion promotion NN cord-271094-utpg9p5u 413 64 strategies strategy NNS cord-271094-utpg9p5u 413 65 : : : cord-271094-utpg9p5u 413 66 A a DT cord-271094-utpg9p5u 413 67 big big JJ cord-271094-utpg9p5u 413 68 data datum NNS cord-271094-utpg9p5u 413 69 architecture architecture NN cord-271094-utpg9p5u 413 70 and and CC cord-271094-utpg9p5u 413 71 neural neural JJ cord-271094-utpg9p5u 413 72 network network NN cord-271094-utpg9p5u 413 73 approach approach NN cord-271094-utpg9p5u 413 74 Predicting predict VBG cord-271094-utpg9p5u 413 75 consumer consumer NN cord-271094-utpg9p5u 413 76 product product NN cord-271094-utpg9p5u 413 77 demands demand VBZ cord-271094-utpg9p5u 413 78 via via IN cord-271094-utpg9p5u 413 79 big big JJ cord-271094-utpg9p5u 413 80 data datum NNS cord-271094-utpg9p5u 413 81 : : : cord-271094-utpg9p5u 413 82 the the DT cord-271094-utpg9p5u 413 83 roles role NNS cord-271094-utpg9p5u 413 84 of of IN cord-271094-utpg9p5u 413 85 online online JJ cord-271094-utpg9p5u 413 86 promotional promotional JJ cord-271094-utpg9p5u 413 87 marketing marketing NN cord-271094-utpg9p5u 413 88 and and CC cord-271094-utpg9p5u 413 89 online online JJ cord-271094-utpg9p5u 413 90 reviews review NNS cord-271094-utpg9p5u 413 91 Conversion Conversion NNP cord-271094-utpg9p5u 413 92 potential potential NN cord-271094-utpg9p5u 413 93 : : : cord-271094-utpg9p5u 413 94 a a DT cord-271094-utpg9p5u 413 95 metric metric NN cord-271094-utpg9p5u 413 96 for for IN cord-271094-utpg9p5u 413 97 evaluating evaluate VBG cord-271094-utpg9p5u 413 98 search search NN cord-271094-utpg9p5u 413 99 engine engine NN cord-271094-utpg9p5u 413 100 advertising advertising NN cord-271094-utpg9p5u 413 101 performance performance NN cord-271094-utpg9p5u 413 102 Market Market NNP cord-271094-utpg9p5u 413 103 Share Share NNP cord-271094-utpg9p5u 413 104 Analysis Analysis NNP cord-271094-utpg9p5u 413 105 : : : cord-271094-utpg9p5u 413 106 Evaluating evaluate VBG cord-271094-utpg9p5u 413 107 Competitive competitive JJ cord-271094-utpg9p5u 413 108 Marketing Marketing NNP cord-271094-utpg9p5u 413 109 Effectiveness Effectiveness NNP cord-271094-utpg9p5u 413 110 US US NNP cord-271094-utpg9p5u 413 111 online online JJ cord-271094-utpg9p5u 413 112 grocery grocery NN cord-271094-utpg9p5u 413 113 survey survey NN cord-271094-utpg9p5u 413 114 2020 2020 CD cord-271094-utpg9p5u 413 115 . . . cord-271094-utpg9p5u 414 1 Coresight Coresight NNP cord-271094-utpg9p5u 414 2 Research Research NNP cord-271094-utpg9p5u 414 3 . . . cord-271094-utpg9p5u 415 1 https:// https:// NNP cord-271094-utpg9p5u 415 2 coresight.com/research/us-online-grocery-survey-2020-many-more-shoppersbuying-more-categories-from-more-retailers/ coresight.com/research/us-online-grocery-survey-2020-many-more-shoppersbuying-more-categories-from-more-retailers/ NNP cord-271094-utpg9p5u 415 3 , , , cord-271094-utpg9p5u 416 1 Accessed access VBN cord-271094-utpg9p5u 416 2 date date NN cord-271094-utpg9p5u 417 1 The the DT cord-271094-utpg9p5u 417 2 Prisoner Prisoner NNP cord-271094-utpg9p5u 417 3 's 's POS cord-271094-utpg9p5u 417 4 dilemma dilemma NN cord-271094-utpg9p5u 417 5 and and CC cord-271094-utpg9p5u 417 6 the the DT cord-271094-utpg9p5u 417 7 role role NN cord-271094-utpg9p5u 417 8 of of IN cord-271094-utpg9p5u 417 9 information information NN cord-271094-utpg9p5u 417 10 in in IN cord-271094-utpg9p5u 417 11 setting set VBG cord-271094-utpg9p5u 417 12 advertising advertising NN cord-271094-utpg9p5u 417 13 budgets budget NNS cord-271094-utpg9p5u 417 14 Lean Lean NNP cord-271094-utpg9p5u 417 15 Analytics Analytics NNPS cord-271094-utpg9p5u 417 16 : : : cord-271094-utpg9p5u 417 17 Using use VBG cord-271094-utpg9p5u 417 18 Data Data NNP cord-271094-utpg9p5u 417 19 to to TO cord-271094-utpg9p5u 417 20 Build build VB cord-271094-utpg9p5u 417 21 a a DT cord-271094-utpg9p5u 417 22 Better well JJR cord-271094-utpg9p5u 417 23 Startup Startup NNP cord-271094-utpg9p5u 417 24 Faster fast JJR cord-271094-utpg9p5u 417 25 Retrospective Retrospective NNP cord-271094-utpg9p5u 417 26 : : : cord-271094-utpg9p5u 417 27 a a DT cord-271094-utpg9p5u 417 28 cross cross JJ cord-271094-utpg9p5u 417 29 - - JJ cord-271094-utpg9p5u 417 30 sectional sectional JJ cord-271094-utpg9p5u 417 31 test test NN cord-271094-utpg9p5u 417 32 of of IN cord-271094-utpg9p5u 417 33 the the DT cord-271094-utpg9p5u 417 34 effect effect NN cord-271094-utpg9p5u 417 35 and and CC cord-271094-utpg9p5u 417 36 conceptualization conceptualization NN cord-271094-utpg9p5u 417 37 of of IN cord-271094-utpg9p5u 417 38 service service NN cord-271094-utpg9p5u 417 39 value value NN cord-271094-utpg9p5u 417 40 revisited revisit VBD cord-271094-utpg9p5u 417 41 A a DT cord-271094-utpg9p5u 417 42 research research NN cord-271094-utpg9p5u 417 43 paper paper NN cord-271094-utpg9p5u 417 44 on on IN cord-271094-utpg9p5u 417 45 digital digital JJ cord-271094-utpg9p5u 417 46 marketing marketing NN cord-271094-utpg9p5u 417 47 communication communication NN cord-271094-utpg9p5u 417 48 and and CC cord-271094-utpg9p5u 417 49 consumer consumer NN cord-271094-utpg9p5u 417 50 buying buying NN cord-271094-utpg9p5u 417 51 decision decision NN cord-271094-utpg9p5u 417 52 process process NN cord-271094-utpg9p5u 417 53 : : : cord-271094-utpg9p5u 418 1 an an DT cord-271094-utpg9p5u 418 2 empirical empirical JJ cord-271094-utpg9p5u 418 3 study study NN cord-271094-utpg9p5u 418 4 in in IN cord-271094-utpg9p5u 418 5 the the DT cord-271094-utpg9p5u 418 6 Indian indian JJ cord-271094-utpg9p5u 418 7 passenger passenger NN cord-271094-utpg9p5u 418 8 car car NN cord-271094-utpg9p5u 418 9 market market NN cord-271094-utpg9p5u 418 10 Buy buy VB cord-271094-utpg9p5u 418 11 online online JJ cord-271094-utpg9p5u 418 12 collect collect VBP cord-271094-utpg9p5u 418 13 in in IN cord-271094-utpg9p5u 418 14 - - HYPH cord-271094-utpg9p5u 418 15 store store NN cord-271094-utpg9p5u 418 16 : : : cord-271094-utpg9p5u 418 17 Exploring explore VBG cord-271094-utpg9p5u 418 18 grocery grocery NN cord-271094-utpg9p5u 418 19 click&collect click&collect NN cord-271094-utpg9p5u 418 20 using use VBG cord-271094-utpg9p5u 418 21 a a DT cord-271094-utpg9p5u 418 22 national national JJ cord-271094-utpg9p5u 418 23 case case NN cord-271094-utpg9p5u 418 24 study study NN cord-271094-utpg9p5u 418 25 Optimal Optimal NNP cord-271094-utpg9p5u 418 26 advertising advertising NN cord-271094-utpg9p5u 418 27 and and CC cord-271094-utpg9p5u 418 28 optimal optimal JJ cord-271094-utpg9p5u 418 29 quality quality NN cord-271094-utpg9p5u 418 30 Internet internet NN cord-271094-utpg9p5u 418 31 or or CC cord-271094-utpg9p5u 418 32 store store NN cord-271094-utpg9p5u 418 33 ? ? . cord-271094-utpg9p5u 419 1 An an DT cord-271094-utpg9p5u 419 2 ethnographic ethnographic JJ cord-271094-utpg9p5u 419 3 study study NN cord-271094-utpg9p5u 419 4 of of IN cord-271094-utpg9p5u 419 5 consumers consumer NNS cord-271094-utpg9p5u 419 6 ' ' POS cord-271094-utpg9p5u 419 7 internet internet NN cord-271094-utpg9p5u 419 8 and and CC cord-271094-utpg9p5u 419 9 store store NN cord-271094-utpg9p5u 419 10 - - HYPH cord-271094-utpg9p5u 419 11 based base VBN cord-271094-utpg9p5u 419 12 grocery grocery NN cord-271094-utpg9p5u 419 13 shopping shopping NN cord-271094-utpg9p5u 419 14 practices practice NNS cord-271094-utpg9p5u 419 15 Accessed access VBD cord-271094-utpg9p5u 419 16 date date NN cord-271094-utpg9p5u 419 17 Marketing marketing NN cord-271094-utpg9p5u 419 18 models model NNS cord-271094-utpg9p5u 419 19 : : : cord-271094-utpg9p5u 419 20 a a DT cord-271094-utpg9p5u 419 21 review review NN cord-271094-utpg9p5u 419 22 of of IN cord-271094-utpg9p5u 419 23 the the DT cord-271094-utpg9p5u 419 24 literature literature NN cord-271094-utpg9p5u 419 25 Was be VBD cord-271094-utpg9p5u 420 1 the the DT cord-271094-utpg9p5u 420 2 economics economic NNS cord-271094-utpg9p5u 420 3 of of IN cord-271094-utpg9p5u 420 4 information information NN cord-271094-utpg9p5u 420 5 approach approach VBP cord-271094-utpg9p5u 420 6 wrong wrong RB cord-271094-utpg9p5u 420 7 all all PDT cord-271094-utpg9p5u 420 8 the the DT cord-271094-utpg9p5u 420 9 way way NN cord-271094-utpg9p5u 420 10 ? ? . cord-271094-utpg9p5u 421 1 Evidence evidence NN cord-271094-utpg9p5u 421 2 from from IN cord-271094-utpg9p5u 421 3 German german JJ cord-271094-utpg9p5u 421 4 grocery grocery NN cord-271094-utpg9p5u 421 5 r(E)tailing r(e)tailing NN cord-271094-utpg9p5u 422 1 The the DT cord-271094-utpg9p5u 422 2 service service NN cord-271094-utpg9p5u 422 3 - - HYPH cord-271094-utpg9p5u 422 4 dominant dominant JJ cord-271094-utpg9p5u 422 5 logic logic NN cord-271094-utpg9p5u 422 6 perspective perspective NN cord-271094-utpg9p5u 422 7 for for IN cord-271094-utpg9p5u 422 8 enhancing enhance VBG cord-271094-utpg9p5u 422 9 the the DT cord-271094-utpg9p5u 422 10 e e NN cord-271094-utpg9p5u 422 11 - - NN cord-271094-utpg9p5u 422 12 commerce commerce NN cord-271094-utpg9p5u 422 13 of of IN cord-271094-utpg9p5u 422 14 wine wine NN cord-271094-utpg9p5u 422 15 -A -A HYPH cord-271094-utpg9p5u 422 16 test test NN cord-271094-utpg9p5u 422 17 / / SYM cord-271094-utpg9p5u 422 18 application application NN cord-271094-utpg9p5u 422 19 on on IN cord-271094-utpg9p5u 422 20 the the DT cord-271094-utpg9p5u 422 21 Italian italian JJ cord-271094-utpg9p5u 422 22 wine wine NN cord-271094-utpg9p5u 422 23 sector sector NN cord-271094-utpg9p5u 422 24 Digitales Digitales NNP cord-271094-utpg9p5u 422 25 Pricing Pricing NNP cord-271094-utpg9p5u 422 26 : : : cord-271094-utpg9p5u 423 1 Strategische Strategische NNP cord-271094-utpg9p5u 423 2 Preisbildung Preisbildung NNP cord-271094-utpg9p5u 423 3 in in IN cord-271094-utpg9p5u 423 4 der der NNP cord-271094-utpg9p5u 423 5 digitalen digitalen NNP cord-271094-utpg9p5u 423 6 Wirtschaft Wirtschaft NNP cord-271094-utpg9p5u 423 7 mit mit NNP cord-271094-utpg9p5u 423 8 dem dem NNP cord-271094-utpg9p5u 423 9 3-Level 3-Level NNP cord-271094-utpg9p5u 423 10 - - HYPH cord-271094-utpg9p5u 423 11 Modell Modell NNP cord-271094-utpg9p5u 423 12 Analyzing Analyzing NNP cord-271094-utpg9p5u 423 13 website website NN cord-271094-utpg9p5u 423 14 choice choice NN cord-271094-utpg9p5u 423 15 using use VBG cord-271094-utpg9p5u 423 16 clickstream clickstream NNP cord-271094-utpg9p5u 423 17 data datum NNS cord-271094-utpg9p5u 424 1 The the DT cord-271094-utpg9p5u 424 2 econometric econometric JJ cord-271094-utpg9p5u 424 3 approach approach NN cord-271094-utpg9p5u 424 4 to to IN cord-271094-utpg9p5u 424 5 efficiency efficiency NN cord-271094-utpg9p5u 424 6 analysis analysis NN cord-271094-utpg9p5u 424 7 . . . cord-271094-utpg9p5u 425 1 The the DT cord-271094-utpg9p5u 425 2 Measurement Measurement NNP cord-271094-utpg9p5u 425 3 of of IN cord-271094-utpg9p5u 425 4 Productive Productive NNP cord-271094-utpg9p5u 425 5 Efficiency Efficiency NNP cord-271094-utpg9p5u 425 6 and and CC cord-271094-utpg9p5u 425 7 Productivity Productivity NNP cord-271094-utpg9p5u 425 8 Change Change NNP cord-271094-utpg9p5u 425 9 Choosing choose VBG cord-271094-utpg9p5u 425 10 a a DT cord-271094-utpg9p5u 425 11 digital digital JJ cord-271094-utpg9p5u 425 12 content content NN cord-271094-utpg9p5u 425 13 strategy strategy NN cord-271094-utpg9p5u 425 14 : : : cord-271094-utpg9p5u 425 15 How how WRB cord-271094-utpg9p5u 425 16 much much JJ cord-271094-utpg9p5u 425 17 should should MD cord-271094-utpg9p5u 425 18 be be VB cord-271094-utpg9p5u 425 19 free free JJ cord-271094-utpg9p5u 425 20 ? ? . cord-271094-utpg9p5u 426 1 Inbound Inbound NNP cord-271094-utpg9p5u 426 2 Marketing marketing NN cord-271094-utpg9p5u 426 3 : : : cord-271094-utpg9p5u 427 1 Get get VB cord-271094-utpg9p5u 427 2 Found find VBN cord-271094-utpg9p5u 427 3 Using use VBG cord-271094-utpg9p5u 427 4 Google Google NNP cord-271094-utpg9p5u 427 5 , , , cord-271094-utpg9p5u 427 6 Social Social NNP cord-271094-utpg9p5u 427 7 Media Media NNP cord-271094-utpg9p5u 427 8 , , , cord-271094-utpg9p5u 427 9 and and CC cord-271094-utpg9p5u 427 10 Blogs Blogs NNP cord-271094-utpg9p5u 427 11 Digitalization Digitalization NNP cord-271094-utpg9p5u 427 12 in in IN cord-271094-utpg9p5u 427 13 retailing retailing NN cord-271094-utpg9p5u 427 14 : : : cord-271094-utpg9p5u 427 15 multi multi JJ cord-271094-utpg9p5u 427 16 - - JJ cord-271094-utpg9p5u 427 17 sided sided JJ cord-271094-utpg9p5u 427 18 platforms platform NNS cord-271094-utpg9p5u 427 19 as as IN cord-271094-utpg9p5u 427 20 drivers driver NNS cord-271094-utpg9p5u 427 21 of of IN cord-271094-utpg9p5u 427 22 industry industry NN cord-271094-utpg9p5u 427 23 transformation transformation NN cord-271094-utpg9p5u 427 24 Customer customer NN cord-271094-utpg9p5u 427 25 behavior behavior NN cord-271094-utpg9p5u 427 26 in in IN cord-271094-utpg9p5u 427 27 electronic electronic JJ cord-271094-utpg9p5u 427 28 commerce commerce NN cord-271094-utpg9p5u 427 29 : : : cord-271094-utpg9p5u 428 1 the the DT cord-271094-utpg9p5u 428 2 moderating moderate VBG cord-271094-utpg9p5u 428 3 effect effect NN cord-271094-utpg9p5u 428 4 of of IN cord-271094-utpg9p5u 428 5 e e NN cord-271094-utpg9p5u 428 6 - - NN cord-271094-utpg9p5u 428 7 purchasing purchasing NN cord-271094-utpg9p5u 428 8 experience experience NN cord-271094-utpg9p5u 428 9 Incentive incentive NN cord-271094-utpg9p5u 428 10 problems problem NNS cord-271094-utpg9p5u 428 11 in in IN cord-271094-utpg9p5u 428 12 performance performance NN cord-271094-utpg9p5u 428 13 - - HYPH cord-271094-utpg9p5u 428 14 based base VBN cord-271094-utpg9p5u 428 15 online online JJ cord-271094-utpg9p5u 428 16 advertising advertising NN cord-271094-utpg9p5u 428 17 pricing pricing NN cord-271094-utpg9p5u 428 18 : : : cord-271094-utpg9p5u 428 19 cost cost NN cord-271094-utpg9p5u 428 20 per per IN cord-271094-utpg9p5u 428 21 click click NN cord-271094-utpg9p5u 428 22 vs. vs. IN cord-271094-utpg9p5u 428 23 cost cost NN cord-271094-utpg9p5u 428 24 per per IN cord-271094-utpg9p5u 428 25 action action NN cord-271094-utpg9p5u 428 26 Remaining remain VBG cord-271094-utpg9p5u 428 27 on on IN cord-271094-utpg9p5u 428 28 current current JJ cord-271094-utpg9p5u 428 29 social social JJ cord-271094-utpg9p5u 428 30 network network NN cord-271094-utpg9p5u 428 31 sites site NNS cord-271094-utpg9p5u 428 32 : : : cord-271094-utpg9p5u 428 33 an an DT cord-271094-utpg9p5u 428 34 unconscious unconscious JJ cord-271094-utpg9p5u 428 35 and and CC cord-271094-utpg9p5u 428 36 conscious conscious JJ cord-271094-utpg9p5u 428 37 perspective perspective NN cord-271094-utpg9p5u 429 1 Do do VBP cord-271094-utpg9p5u 429 2 I -PRON- PRP cord-271094-utpg9p5u 429 3 book book NN cord-271094-utpg9p5u 429 4 at at IN cord-271094-utpg9p5u 429 5 exactly exactly RB cord-271094-utpg9p5u 429 6 the the DT cord-271094-utpg9p5u 429 7 right right JJ cord-271094-utpg9p5u 429 8 time time NN cord-271094-utpg9p5u 429 9 ? ? . cord-271094-utpg9p5u 430 1 Airfare airfare NN cord-271094-utpg9p5u 430 2 forecast forecast NN cord-271094-utpg9p5u 430 3 accuracy accuracy NN cord-271094-utpg9p5u 430 4 across across IN cord-271094-utpg9p5u 430 5 three three CD cord-271094-utpg9p5u 430 6 price price NN cord-271094-utpg9p5u 430 7 - - HYPH cord-271094-utpg9p5u 430 8 prediction prediction NN cord-271094-utpg9p5u 430 9 platforms platform NNS cord-271094-utpg9p5u 430 10 Dawn Dawn NNP cord-271094-utpg9p5u 430 11 of of IN cord-271094-utpg9p5u 430 12 the the DT cord-271094-utpg9p5u 430 13 digital digital JJ cord-271094-utpg9p5u 430 14 age age NN cord-271094-utpg9p5u 430 15 and and CC cord-271094-utpg9p5u 430 16 the the DT cord-271094-utpg9p5u 430 17 evolution evolution NN cord-271094-utpg9p5u 430 18 of of IN cord-271094-utpg9p5u 430 19 the the DT cord-271094-utpg9p5u 430 20 marketing marketing NN cord-271094-utpg9p5u 430 21 mix mix NN cord-271094-utpg9p5u 430 22 Ad ad NN cord-271094-utpg9p5u 430 23 spending spending NN cord-271094-utpg9p5u 430 24 : : : cord-271094-utpg9p5u 430 25 maintaining maintain VBG cord-271094-utpg9p5u 430 26 market market NN cord-271094-utpg9p5u 430 27 share share NN cord-271094-utpg9p5u 430 28 A a DT cord-271094-utpg9p5u 430 29 study study NN cord-271094-utpg9p5u 430 30 of of IN cord-271094-utpg9p5u 430 31 the the DT cord-271094-utpg9p5u 430 32 method method NN cord-271094-utpg9p5u 430 33 using use VBG cord-271094-utpg9p5u 430 34 search search NN cord-271094-utpg9p5u 430 35 traffic traffic NN cord-271094-utpg9p5u 430 36 to to TO cord-271094-utpg9p5u 430 37 analyze analyze VB cord-271094-utpg9p5u 430 38 new new JJ cord-271094-utpg9p5u 430 39 technology technology NN cord-271094-utpg9p5u 430 40 adoption adoption NN cord-271094-utpg9p5u 430 41 Planung Planung NNP cord-271094-utpg9p5u 430 42 von von NNP cord-271094-utpg9p5u 430 43 werbeausgaben werbeausgaben NN cord-271094-utpg9p5u 430 44 : : : cord-271094-utpg9p5u 431 1 Überblick Überblick NNP cord-271094-utpg9p5u 431 2 zu zu NNP cord-271094-utpg9p5u 431 3 den den NNP cord-271094-utpg9p5u 431 4 methoden methoden NNP cord-271094-utpg9p5u 431 5 der der NNP cord-271094-utpg9p5u 431 6 Werbebudgetierung Werbebudgetierung NNP cord-271094-utpg9p5u 432 1 und und NNP cord-271094-utpg9p5u 433 1 ihren ihren NNP cord-271094-utpg9p5u 433 2 einflussfaktoren einflussfaktoren NNP cord-271094-utpg9p5u 433 3 . . . cord-271094-utpg9p5u 434 1 Handbuch Handbuch NNP cord-271094-utpg9p5u 434 2 Werbeforschung Werbeforschung NNP cord-271094-utpg9p5u 434 3 Biases Biases NNPS cord-271094-utpg9p5u 434 4 in in IN cord-271094-utpg9p5u 434 5 static static JJ cord-271094-utpg9p5u 434 6 oligopoly oligopoly NN cord-271094-utpg9p5u 434 7 models model NNS cord-271094-utpg9p5u 434 8 ? ? . cord-271094-utpg9p5u 435 1 Evidence evidence NN cord-271094-utpg9p5u 435 2 from from IN cord-271094-utpg9p5u 435 3 the the DT cord-271094-utpg9p5u 435 4 California California NNP cord-271094-utpg9p5u 435 5 electricity electricity NN cord-271094-utpg9p5u 435 6 market market NN cord-271094-utpg9p5u 436 1 Online online JJ cord-271094-utpg9p5u 436 2 grocery grocery NN cord-271094-utpg9p5u 436 3 retailing retailing NN cord-271094-utpg9p5u 436 4 -exploring -explore VBG cord-271094-utpg9p5u 436 5 local local JJ cord-271094-utpg9p5u 436 6 grocers grocer NNS cord-271094-utpg9p5u 436 7 beliefs belief NNS cord-271094-utpg9p5u 436 8 Marketing Marketing NNP cord-271094-utpg9p5u 436 9 Management Management NNP cord-271094-utpg9p5u 436 10 : : : cord-271094-utpg9p5u 436 11 Analysis Analysis NNP cord-271094-utpg9p5u 436 12 , , , cord-271094-utpg9p5u 436 13 Planning planning NN cord-271094-utpg9p5u 436 14 , , , cord-271094-utpg9p5u 436 15 and and CC cord-271094-utpg9p5u 436 16 Control Control NNP cord-271094-utpg9p5u 437 1 The the DT cord-271094-utpg9p5u 437 2 impact impact NN cord-271094-utpg9p5u 437 3 of of IN cord-271094-utpg9p5u 437 4 the the DT cord-271094-utpg9p5u 437 5 multi multi JJ cord-271094-utpg9p5u 437 6 - - JJ cord-271094-utpg9p5u 437 7 channel channel JJ cord-271094-utpg9p5u 437 8 retail retail NN cord-271094-utpg9p5u 437 9 mix mix NN cord-271094-utpg9p5u 437 10 on on IN cord-271094-utpg9p5u 437 11 online online JJ cord-271094-utpg9p5u 437 12 store store NN cord-271094-utpg9p5u 437 13 choice choice NN cord-271094-utpg9p5u 437 14 : : : cord-271094-utpg9p5u 437 15 does do VBZ cord-271094-utpg9p5u 437 16 online online JJ cord-271094-utpg9p5u 437 17 experience experience NN cord-271094-utpg9p5u 437 18 matter matter NN cord-271094-utpg9p5u 437 19 ? ? . cord-271094-utpg9p5u 438 1 Dynamic dynamic JJ cord-271094-utpg9p5u 438 2 conversion conversion NN cord-271094-utpg9p5u 438 3 behaviour behaviour NN cord-271094-utpg9p5u 438 4 at at IN cord-271094-utpg9p5u 438 5 e e NN cord-271094-utpg9p5u 438 6 - - NN cord-271094-utpg9p5u 438 7 commerce commerce NN cord-271094-utpg9p5u 438 8 sites site NNS cord-271094-utpg9p5u 439 1 Digital digital JJ cord-271094-utpg9p5u 439 2 relational relational JJ cord-271094-utpg9p5u 439 3 capital capital NN cord-271094-utpg9p5u 439 4 of of IN cord-271094-utpg9p5u 439 5 a a DT cord-271094-utpg9p5u 439 6 company company NN cord-271094-utpg9p5u 439 7 Exploring explore VBG cord-271094-utpg9p5u 439 8 the the DT cord-271094-utpg9p5u 439 9 process process NN cord-271094-utpg9p5u 439 10 of of IN cord-271094-utpg9p5u 439 11 customer customer NN cord-271094-utpg9p5u 439 12 engagement engagement NN cord-271094-utpg9p5u 439 13 , , , cord-271094-utpg9p5u 439 14 selfbrand selfbrand NN cord-271094-utpg9p5u 439 15 connections connection NNS cord-271094-utpg9p5u 439 16 and and CC cord-271094-utpg9p5u 439 17 loyalty loyalty NN cord-271094-utpg9p5u 439 18 A a DT cord-271094-utpg9p5u 439 19 new new JJ cord-271094-utpg9p5u 439 20 development development NN cord-271094-utpg9p5u 439 21 in in IN cord-271094-utpg9p5u 439 22 online online JJ cord-271094-utpg9p5u 439 23 marketing marketing NN cord-271094-utpg9p5u 439 24 : : : cord-271094-utpg9p5u 440 1 introducing introduce VBG cord-271094-utpg9p5u 440 2 digital digital JJ cord-271094-utpg9p5u 440 3 inbound inbound JJ cord-271094-utpg9p5u 440 4 marketing marketing NN cord-271094-utpg9p5u 440 5 Inbound Inbound NNP cord-271094-utpg9p5u 440 6 Marketing Marketing NNP cord-271094-utpg9p5u 441 1 -the -the NFP cord-271094-utpg9p5u 441 2 most most RBS cord-271094-utpg9p5u 441 3 important important JJ cord-271094-utpg9p5u 441 4 digital digital JJ cord-271094-utpg9p5u 441 5 marketing marketing NN cord-271094-utpg9p5u 441 6 strategy strategy NN cord-271094-utpg9p5u 442 1 Online online JJ cord-271094-utpg9p5u 442 2 price price NN cord-271094-utpg9p5u 442 3 dispersion dispersion NN cord-271094-utpg9p5u 442 4 - - : cord-271094-utpg9p5u 442 5 more more JJR cord-271094-utpg9p5u 442 6 than than IN cord-271094-utpg9p5u 442 7 imperfect imperfect JJ cord-271094-utpg9p5u 442 8 information information NN cord-271094-utpg9p5u 443 1 The the DT cord-271094-utpg9p5u 443 2 case case NN cord-271094-utpg9p5u 443 3 of of IN cord-271094-utpg9p5u 443 4 amazon.com amazon.com ADD cord-271094-utpg9p5u 443 5 : : : cord-271094-utpg9p5u 443 6 towards towards IN cord-271094-utpg9p5u 443 7 a a DT cord-271094-utpg9p5u 443 8 conceptual conceptual JJ cord-271094-utpg9p5u 443 9 framework framework NN cord-271094-utpg9p5u 443 10 of of IN cord-271094-utpg9p5u 443 11 online online JJ cord-271094-utpg9p5u 443 12 customer customer NN cord-271094-utpg9p5u 443 13 service service NN cord-271094-utpg9p5u 443 14 experience experience NN cord-271094-utpg9p5u 443 15 ( ( -LRB- cord-271094-utpg9p5u 443 16 OCSE OCSE NNP cord-271094-utpg9p5u 443 17 ) ) -RRB- cord-271094-utpg9p5u 443 18 using use VBG cord-271094-utpg9p5u 443 19 the the DT cord-271094-utpg9p5u 443 20 emerging emerge VBG cord-271094-utpg9p5u 443 21 consensus consensus NN cord-271094-utpg9p5u 443 22 technique technique NN cord-271094-utpg9p5u 443 23 ( ( -LRB- cord-271094-utpg9p5u 443 24 ECT ECT NNP cord-271094-utpg9p5u 443 25 ) ) -RRB- cord-271094-utpg9p5u 444 1 A a DT cord-271094-utpg9p5u 444 2 practical practical JJ cord-271094-utpg9p5u 444 3 evaluation evaluation NN cord-271094-utpg9p5u 444 4 of of IN cord-271094-utpg9p5u 444 5 Web web NN cord-271094-utpg9p5u 444 6 analytics analytic NNS cord-271094-utpg9p5u 444 7 Evaluation Evaluation NNP cord-271094-utpg9p5u 444 8 of of IN cord-271094-utpg9p5u 444 9 cost cost NN cord-271094-utpg9p5u 444 10 per per IN cord-271094-utpg9p5u 444 11 contact contact NN cord-271094-utpg9p5u 444 12 and and CC cord-271094-utpg9p5u 444 13 cost cost NN cord-271094-utpg9p5u 444 14 per per IN cord-271094-utpg9p5u 444 15 response response NN cord-271094-utpg9p5u 444 16 in in IN cord-271094-utpg9p5u 444 17 interactive interactive JJ cord-271094-utpg9p5u 444 18 and and CC cord-271094-utpg9p5u 444 19 direct direct JJ cord-271094-utpg9p5u 444 20 media medium NNS cord-271094-utpg9p5u 444 21 planning planning NN cord-271094-utpg9p5u 444 22 : : : cord-271094-utpg9p5u 444 23 a a DT cord-271094-utpg9p5u 444 24 Spanish spanish JJ cord-271094-utpg9p5u 444 25 case case NN cord-271094-utpg9p5u 444 26 study study NN cord-271094-utpg9p5u 444 27 . . . cord-271094-utpg9p5u 445 1 Direct direct JJ cord-271094-utpg9p5u 445 2 Mark Mark NNP cord-271094-utpg9p5u 445 3 . . . cord-271094-utpg9p5u 446 1 An an DT cord-271094-utpg9p5u 446 2 Information information NN cord-271094-utpg9p5u 446 3 marketing marketing NN cord-271094-utpg9p5u 446 4 in in IN cord-271094-utpg9p5u 446 5 a a DT cord-271094-utpg9p5u 446 6 digital digital JJ cord-271094-utpg9p5u 446 7 world world NN cord-271094-utpg9p5u 446 8 Mobilization mobilization NN cord-271094-utpg9p5u 446 9 techniques technique NNS cord-271094-utpg9p5u 446 10 utilized utilize VBN cord-271094-utpg9p5u 446 11 by by IN cord-271094-utpg9p5u 446 12 leading lead VBG cord-271094-utpg9p5u 446 13 global global JJ cord-271094-utpg9p5u 446 14 E E NNP cord-271094-utpg9p5u 446 15 - - HYPH cord-271094-utpg9p5u 446 16 Commerce Commerce NNP cord-271094-utpg9p5u 446 17 sites site NNS cord-271094-utpg9p5u 446 18 Understanding understand VBG cord-271094-utpg9p5u 446 19 the the DT cord-271094-utpg9p5u 446 20 digital digital JJ cord-271094-utpg9p5u 446 21 marketing marketing NN cord-271094-utpg9p5u 446 22 environment environment NN cord-271094-utpg9p5u 446 23 with with IN cord-271094-utpg9p5u 446 24 KPIs kpi NNS cord-271094-utpg9p5u 446 25 and and CC cord-271094-utpg9p5u 446 26 Web web NN cord-271094-utpg9p5u 446 27 analytics analytic NNS cord-271094-utpg9p5u 446 28 Online online JJ cord-271094-utpg9p5u 446 29 grocery grocery NN cord-271094-utpg9p5u 446 30 retailing retailing NN cord-271094-utpg9p5u 446 31 in in IN cord-271094-utpg9p5u 446 32 Germany Germany NNP cord-271094-utpg9p5u 446 33 : : : cord-271094-utpg9p5u 446 34 an an DT cord-271094-utpg9p5u 446 35 explorative explorative JJ cord-271094-utpg9p5u 446 36 analysis analysis NN cord-271094-utpg9p5u 446 37 & & CC cord-271094-utpg9p5u 446 38 Personal Personal NNP cord-271094-utpg9p5u 446 39 Care Care NNP cord-271094-utpg9p5u 446 40 e e NN cord-271094-utpg9p5u 446 41 - - NN cord-271094-utpg9p5u 446 42 commerce commerce NN cord-271094-utpg9p5u 446 43 report report NN cord-271094-utpg9p5u 446 44 Coronavirus Coronavirus NNP cord-271094-utpg9p5u 446 45 : : : cord-271094-utpg9p5u 446 46 impact impact NN cord-271094-utpg9p5u 446 47 on on IN cord-271094-utpg9p5u 446 48 the the DT cord-271094-utpg9p5u 446 49 FMCG FMCG NNP cord-271094-utpg9p5u 446 50 Market Market NNP cord-271094-utpg9p5u 446 51 worldwide worldwide RB cord-271094-utpg9p5u 446 52 Development Development NNP cord-271094-utpg9p5u 446 53 of of IN cord-271094-utpg9p5u 446 54 joint joint JJ cord-271094-utpg9p5u 446 55 models model NNS cord-271094-utpg9p5u 446 56 for for IN cord-271094-utpg9p5u 446 57 channel channel NN cord-271094-utpg9p5u 446 58 , , , cord-271094-utpg9p5u 446 59 store store NN cord-271094-utpg9p5u 446 60 , , , cord-271094-utpg9p5u 446 61 and and CC cord-271094-utpg9p5u 446 62 travel travel NN cord-271094-utpg9p5u 446 63 mode mode NN cord-271094-utpg9p5u 446 64 choice choice NN cord-271094-utpg9p5u 446 65 : : : cord-271094-utpg9p5u 446 66 grocery grocery NN cord-271094-utpg9p5u 446 67 shopping shopping NN cord-271094-utpg9p5u 446 68 in in IN cord-271094-utpg9p5u 446 69 London London NNP cord-271094-utpg9p5u 447 1 In in IN cord-271094-utpg9p5u 447 2 pursuit pursuit NN cord-271094-utpg9p5u 447 3 of of IN cord-271094-utpg9p5u 447 4 an an DT cord-271094-utpg9p5u 447 5 effective effective JJ cord-271094-utpg9p5u 447 6 B2B b2b JJ cord-271094-utpg9p5u 447 7 digital digital JJ cord-271094-utpg9p5u 447 8 marketing marketing NN cord-271094-utpg9p5u 447 9 strategy strategy NN cord-271094-utpg9p5u 447 10 in in IN cord-271094-utpg9p5u 447 11 an an DT cord-271094-utpg9p5u 447 12 emerging emerge VBG cord-271094-utpg9p5u 447 13 market market NN cord-271094-utpg9p5u 447 14 Digital Digital NNP cord-271094-utpg9p5u 447 15 transformation transformation NN cord-271094-utpg9p5u 447 16 : : : cord-271094-utpg9p5u 447 17 a a DT cord-271094-utpg9p5u 447 18 multidisciplinary multidisciplinary JJ cord-271094-utpg9p5u 447 19 reflection reflection NN cord-271094-utpg9p5u 447 20 and and CC cord-271094-utpg9p5u 447 21 research research NN cord-271094-utpg9p5u 447 22 agenda agenda NN cord-271094-utpg9p5u 448 1 The the DT cord-271094-utpg9p5u 448 2 past past NN cord-271094-utpg9p5u 448 3 , , , cord-271094-utpg9p5u 448 4 the the DT cord-271094-utpg9p5u 448 5 present present NN cord-271094-utpg9p5u 448 6 and and CC cord-271094-utpg9p5u 448 7 the the DT cord-271094-utpg9p5u 448 8 future future NN cord-271094-utpg9p5u 448 9 of of IN cord-271094-utpg9p5u 448 10 marketing marketing NN cord-271094-utpg9p5u 448 11 decision decision NN cord-271094-utpg9p5u 448 12 models model NNS cord-271094-utpg9p5u 448 13 . . . cord-271094-utpg9p5u 449 1 Handbook Handbook NNP cord-271094-utpg9p5u 449 2 of of IN cord-271094-utpg9p5u 449 3 Marketing Marketing NNP cord-271094-utpg9p5u 449 4 Decision Decision NNP cord-271094-utpg9p5u 449 5 Models Models NNPS cord-271094-utpg9p5u 449 6 Marketing Marketing NNP cord-271094-utpg9p5u 449 7 's 's POS cord-271094-utpg9p5u 449 8 profit profit NN cord-271094-utpg9p5u 449 9 impact impact NN cord-271094-utpg9p5u 449 10 : : : cord-271094-utpg9p5u 449 11 quantifying quantify VBG cord-271094-utpg9p5u 449 12 online online RB cord-271094-utpg9p5u 449 13 and and CC cord-271094-utpg9p5u 449 14 off off IN cord-271094-utpg9p5u 449 15 - - HYPH cord-271094-utpg9p5u 449 16 line line NN cord-271094-utpg9p5u 449 17 funnel funnel NN cord-271094-utpg9p5u 449 18 progression progression NN cord-271094-utpg9p5u 449 19 Understanding understand VBG cord-271094-utpg9p5u 449 20 shoppers shopper NNS cord-271094-utpg9p5u 449 21 ' ' POS cord-271094-utpg9p5u 449 22 expectations expectation NNS cord-271094-utpg9p5u 449 23 of of IN cord-271094-utpg9p5u 449 24 online online JJ cord-271094-utpg9p5u 449 25 grocery grocery NN cord-271094-utpg9p5u 449 26 retailing retailing NN cord-271094-utpg9p5u 449 27 Measuring measure VBG cord-271094-utpg9p5u 449 28 duopoly duopoly NN cord-271094-utpg9p5u 449 29 power power NN cord-271094-utpg9p5u 449 30 in in IN cord-271094-utpg9p5u 449 31 the the DT cord-271094-utpg9p5u 449 32 British british JJ cord-271094-utpg9p5u 449 33 electricity electricity NN cord-271094-utpg9p5u 449 34 spot spot NN cord-271094-utpg9p5u 449 35 market market NN cord-271094-utpg9p5u 449 36 Handbook Handbook NNP cord-271094-utpg9p5u 449 37 Brand Brand NNP cord-271094-utpg9p5u 449 38 Management Management NNP cord-271094-utpg9p5u 449 39 Scales Scales NNP cord-271094-utpg9p5u 449 40 Fulfilment Fulfilment NNP cord-271094-utpg9p5u 449 41 time time NN cord-271094-utpg9p5u 449 42 performance performance NN cord-271094-utpg9p5u 449 43 of of IN cord-271094-utpg9p5u 449 44 online online JJ cord-271094-utpg9p5u 449 45 retailers retailer NNS cord-271094-utpg9p5u 449 46 -an -an : cord-271094-utpg9p5u 449 47 empirical empirical JJ cord-271094-utpg9p5u 449 48 analysis analysis NN cord-271094-utpg9p5u 449 49 White white JJ cord-271094-utpg9p5u 449 50 noise noise NN cord-271094-utpg9p5u 449 51 testing testing NN cord-271094-utpg9p5u 449 52 and and CC cord-271094-utpg9p5u 449 53 model model NN cord-271094-utpg9p5u 449 54 diagnostic diagnostic JJ cord-271094-utpg9p5u 449 55 checking checking NN cord-271094-utpg9p5u 449 56 for for IN cord-271094-utpg9p5u 449 57 functional functional JJ cord-271094-utpg9p5u 449 58 time time NN cord-271094-utpg9p5u 449 59 series series NN cord-271094-utpg9p5u 449 60 Important important JJ cord-271094-utpg9p5u 449 61 factors factor NNS cord-271094-utpg9p5u 449 62 for for IN cord-271094-utpg9p5u 449 63 improving improve VBG cord-271094-utpg9p5u 449 64 google google NNP cord-271094-utpg9p5u 449 65 search search NN cord-271094-utpg9p5u 449 66 rank rank NN cord-271094-utpg9p5u 449 67 Collaboration collaboration NN cord-271094-utpg9p5u 449 68 in in IN cord-271094-utpg9p5u 449 69 urban urban JJ cord-271094-utpg9p5u 449 70 distribution distribution NN cord-271094-utpg9p5u 449 71 of of IN cord-271094-utpg9p5u 449 72 online online JJ cord-271094-utpg9p5u 449 73 grocery grocery NN cord-271094-utpg9p5u 449 74 orders order NNS cord-271094-utpg9p5u 449 75 A a DT cord-271094-utpg9p5u 449 76 game game NN cord-271094-utpg9p5u 449 77 theory theory NN cord-271094-utpg9p5u 449 78 approach approach NN cord-271094-utpg9p5u 449 79 to to IN cord-271094-utpg9p5u 449 80 online online JJ cord-271094-utpg9p5u 449 81 lead lead JJ cord-271094-utpg9p5u 449 82 generation generation NN cord-271094-utpg9p5u 449 83 for for IN cord-271094-utpg9p5u 449 84 oligopoly oligopoly NN cord-271094-utpg9p5u 449 85 markets market NNS cord-271094-utpg9p5u 450 1 The the DT cord-271094-utpg9p5u 450 2 authors author NNS cord-271094-utpg9p5u 450 3 thank thank VBP cord-271094-utpg9p5u 450 4 LZRetailytics lzretailytic NNS cord-271094-utpg9p5u 450 5 ® ® POS cord-271094-utpg9p5u 450 6 , , , cord-271094-utpg9p5u 450 7 SEMrush SEMrush NNP cord-271094-utpg9p5u 450 8 ® ® NNP cord-271094-utpg9p5u 450 9 , , , cord-271094-utpg9p5u 450 10 and and CC cord-271094-utpg9p5u 451 1 Statista Statista NNP cord-271094-utpg9p5u 451 2 ® ® VBP cord-271094-utpg9p5u 451 3 for for IN cord-271094-utpg9p5u 451 4 providing provide VBG cord-271094-utpg9p5u 451 5 access access NN cord-271094-utpg9p5u 451 6 to to IN cord-271094-utpg9p5u 451 7 their -PRON- PRP$ cord-271094-utpg9p5u 451 8 databases database NNS cord-271094-utpg9p5u 451 9 and and CC cord-271094-utpg9p5u 451 10 complementary complementary JJ cord-271094-utpg9p5u 451 11 information information NN cord-271094-utpg9p5u 451 12 to to TO cord-271094-utpg9p5u 451 13 carry carry VB cord-271094-utpg9p5u 451 14 out out RP cord-271094-utpg9p5u 451 15 the the DT cord-271094-utpg9p5u 451 16 study study NN cord-271094-utpg9p5u 451 17 . . . cord-271094-utpg9p5u 452 1 Special special JJ cord-271094-utpg9p5u 452 2 thanks thank NNS cord-271094-utpg9p5u 452 3 to to IN cord-271094-utpg9p5u 452 4 José José NNP cord-271094-utpg9p5u 452 5 Luis Luis NNP cord-271094-utpg9p5u 452 6 Hervás Hervás NNP cord-271094-utpg9p5u 452 7 Oliver Oliver NNP cord-271094-utpg9p5u 452 8 ( ( -LRB- cord-271094-utpg9p5u 452 9 Universitat Universitat NNP cord-271094-utpg9p5u 452 10 Politècnica Politècnica NNP cord-271094-utpg9p5u 452 11 de de IN cord-271094-utpg9p5u 452 12 València València NNP cord-271094-utpg9p5u 452 13 ) ) -RRB- cord-271094-utpg9p5u 452 14 and and CC cord-271094-utpg9p5u 452 15 Abel Abel NNP cord-271094-utpg9p5u 452 16 Monfort Monfort NNP cord-271094-utpg9p5u 452 17 de de NNP cord-271094-utpg9p5u 452 18 Bedoya Bedoya NNP cord-271094-utpg9p5u 452 19 ( ( -LRB- cord-271094-utpg9p5u 452 20 ESIC ESIC NNP cord-271094-utpg9p5u 452 21 Business Business NNP cord-271094-utpg9p5u 452 22 & & CC cord-271094-utpg9p5u 452 23 Marketing Marketing NNP cord-271094-utpg9p5u 452 24 School School NNP cord-271094-utpg9p5u 452 25 ) ) -RRB- cord-271094-utpg9p5u 452 26 for for IN cord-271094-utpg9p5u 452 27 their -PRON- PRP$ cord-271094-utpg9p5u 452 28 careful careful JJ cord-271094-utpg9p5u 452 29 reading reading NN cord-271094-utpg9p5u 452 30 and and CC cord-271094-utpg9p5u 452 31 suggestions suggestion NNS cord-271094-utpg9p5u 452 32 . . . cord-271094-utpg9p5u 453 1 Supplementary supplementary JJ cord-271094-utpg9p5u 453 2 material material NN cord-271094-utpg9p5u 453 3 associated associate VBN cord-271094-utpg9p5u 453 4 with with IN cord-271094-utpg9p5u 453 5 this this DT cord-271094-utpg9p5u 453 6 article article NN cord-271094-utpg9p5u 453 7 can can MD cord-271094-utpg9p5u 453 8 be be VB cord-271094-utpg9p5u 453 9 found find VBN cord-271094-utpg9p5u 453 10 , , , cord-271094-utpg9p5u 453 11 in in IN cord-271094-utpg9p5u 453 12 the the DT cord-271094-utpg9p5u 453 13 online online JJ cord-271094-utpg9p5u 453 14 version version NN cord-271094-utpg9p5u 453 15 , , , cord-271094-utpg9p5u 453 16 at at IN cord-271094-utpg9p5u 453 17 doi:10.1016 doi:10.1016 NNP cord-271094-utpg9p5u 453 18 / / SYM cord-271094-utpg9p5u 453 19 j.techfore.2020.120373 j.techfore.2020.120373 NN cord-271094-utpg9p5u 453 20 . . .