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Web"],"published-print":{"date-parts":[[2024,2,29]]},"abstract":"<jats:p>Modern technology innovations feature a successive and even recurrent procedure. Intervals between old and new generations of technology are shrinking, and the Internet and Web services have facilitated the fast adoption of an innovation even before the convergence of its predecessor. While the adoption and diffusion of innovations have been studied for decades, most theories and analyses focus on single and one-time innovations. Meanwhile, limited work has investigated successive innovations while lacking user-level analysis, possibly due to the unavailability of fine-grained adoption behavior data. In this study, we present the first large-scale analysis of the adoption of recurrent innovations in the context of mobile app updates, investigating how millions of users consume various versions of thousands of apps on their mobile devices. Our analysis reveals novel patterns of crowd and individual adoption behaviors, which suggest the need for new categories of adopters to be added on top of the Rogers model of innovation diffusion. We show that standard machine learning models are able to pick up various sources of signals to predict whether users in these different categories will adopt a new version of an app and how soon they will adopt it.<\/jats:p>","DOI":"10.1145\/3626189","type":"journal-article","created":{"date-parts":[[2023,10,10]],"date-time":"2023-10-10T12:06:39Z","timestamp":1696939599000},"page":"1-26","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":4,"title":["Adoption of Recurrent Innovations: A Large-Scale Case Study on Mobile App Updates"],"prefix":"10.1145","volume":"18","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8874-9846","authenticated-orcid":false,"given":"Fuqi","family":"Lin","sequence":"first","affiliation":[{"name":"Peking University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4886-0918","authenticated-orcid":false,"given":"Xuan","family":"Lu","sequence":"additional","affiliation":[{"name":"University of Arizona, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6271-9430","authenticated-orcid":false,"given":"Wei","family":"Ai","sequence":"additional","affiliation":[{"name":"University of Maryland, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-2439-5649","authenticated-orcid":false,"given":"Huoran","family":"Li","sequence":"additional","affiliation":[{"name":"Peking University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7866-4075","authenticated-orcid":false,"given":"Yun","family":"Ma","sequence":"additional","affiliation":[{"name":"Peking University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-1828-8829","authenticated-orcid":false,"given":"Yulian","family":"Yang","sequence":"additional","affiliation":[{"name":"Alibaba Group, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-9899-0709","authenticated-orcid":false,"given":"Hongfei","family":"Deng","sequence":"additional","affiliation":[{"name":"Alibaba Group, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-5043-6689","authenticated-orcid":false,"given":"Qingxiang","family":"Wang","sequence":"additional","affiliation":[{"name":"Alibaba Group, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8640-1942","authenticated-orcid":false,"given":"Qiaozhu","family":"Mei","sequence":"additional","affiliation":[{"name":"University of Michigan, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7908-8484","authenticated-orcid":false,"given":"Xuanzhe","family":"Liu","sequence":"additional","affiliation":[{"name":"Peking University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2023,11,14]]},"reference":[{"issue":"5","key":"e_1_3_3_2_2","doi-asserted-by":"crossref","first-page":"570","DOI":"10.1080\/0960085X.2018.1435230","article-title":"\u201cHow does tech make you feel?\u201d A review and examination of negative affective responses to technology use","volume":"27","author":"Agogo David","year":"2018","unstructured":"David Agogo and Traci J. 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