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Based on automated text mining and unsupervised machine learning, we collect, analyze, and interpret the IS discipline\u2019s comprehensive research on platforms\u2014comprising 11,049 papers spanning 44\u00a0years of research activity. From a cluster analysis concerning platform concepts\u2019 semantically most similar words, we identify six research streams on platforms, each with their own platform terms. Based on interpreting the identified concepts vis-\u00e0-vis the extant research and considering a temporal perspective on the concepts\u2019 application, we present a lexicon of platform concepts, to guide further research on platforms in the IS discipline. Researchers and managers can build on our results to position their work appropriately, applying a specific theoretical perspective on platforms in isolation or combining multiple perspectives to study platform phenomena at a more abstract level.<\/jats:p>","DOI":"10.1007\/s12525-022-00530-6","type":"journal-article","created":{"date-parts":[[2022,3,30]],"date-time":"2022-03-30T01:06:40Z","timestamp":1648602400000},"page":"375-396","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":15,"title":["Systematizing the lexicon of platforms in information systems: a data-driven study"],"prefix":"10.1007","volume":"32","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3462-0537","authenticated-orcid":false,"given":"Christian","family":"Bartelheimer","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Philipp","family":"zur Heiden","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hedda","family":"L\u00fcttenberg","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4216-3276","authenticated-orcid":false,"given":"Daniel","family":"Beverungen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2022,3,30]]},"reference":[{"key":"530_CR1","volume-title":"Notes on the synthesis of form","author":"C Alexander","year":"1964","unstructured":"Alexander, C. 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