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This research note lays the foundation for such an endeavor by demonstrating the use of process mining for diachronic analysis of process dynamics. We detail the definitions, assumptions, and mechanics of an approach that is based on representing processes as weighted, directed graphs. Using this representation, we offer a precise definition of process dynamics that focuses attention on describing and measuring changes in process structure over time. We analyze process structure over two years at four dermatology clinics. Our analysis reveals process changes that were invisible to the medical staff in the clinics. This approach offers empirical insights that are relevant to many theoretical perspectives on process dynamics.<\/jats:p>","DOI":"10.25300\/misq\/2021\/15360","type":"journal-article","created":{"date-parts":[[2021,8,20]],"date-time":"2021-08-20T16:05:13Z","timestamp":1629475513000},"page":"967-984","update-policy":"https:\/\/doi.org\/10.13003\/0pyd3js","source":"Crossref","is-referenced-by-count":52,"title":["Theorizing Process Dynamics with Directed Graphs: A Diachronic Analysis of Digital Trace Data"],"prefix":"10.25300","volume":"45","author":[{"given":"Brian T.","family":"Pentland","sequence":"first","affiliation":[{"name":"Michigan State University East Lansing, MI, U.S.A"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Emmanuelle","family":"Vaast","sequence":"additional","affiliation":[{"name":"McGill University Montreal, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Julie 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