id author title date pages extension mime words sentences flesch summary cache txt journal-code4lib-org-1170 The Code4Lib Journal .html application/xhtml+xml 1353 68 54 Through a set of open-source tools, semi-automated workflows, and extensions to the Dataverse platform, our team has built services for curators to efficiently and effectively publish collections of qualitatively derived data. This article will describe the process used at Austin Peay State University to identify, isolate, and update holdings using OCLC Collection Manager queries, MarcEdit, Excel, and Python. This article describes the concepts behind the approach and how it has developed into an open source, data-driven tool called CollectionBuilider-CONTENTdm. The authors outline the design decisions and principles guiding the development of CollectionBuilder, and detail how a version is used at the University of Idaho Library to collaboratively build digital collections and digital scholarship projects. The NC State University Libraries has developed a tool for querying GOBI, our print and ebook ordering vendor platform, to automate monthly collections reports. This article will describe the process of creating this script, as well as how it finds and selects data in GOBI. ./cache/journal-code4lib-org-1170.html ./txt/journal-code4lib-org-1170.txt