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These platforms are considered to have disrupted traditional industries and revolutionized how consumers interact with their services. The Computer-Supported Cooperative Work (CSCW) community has researched various aspects of the sharing economy; however, it is unclear how novices grow into experts in its various instantiations. In this paper, we present a qualitative investigation of Airbnb hosts, and Facebook groups in which they participate, for an enriched understanding of their learning mechanisms. Drawing on the theory of Legitimate Peripheral Participation (LPP), our findings highlight the learning mechanisms that enable novice hosts to transition from partaking in peripheral roles to becoming integrated members of their (Facebook) communities of practice. We also present recommendations for sharing economy platforms, micro-entrepreneurs, and the online communities that serve them both.<\/jats:p>","DOI":"10.1145\/3359330","type":"journal-article","created":{"date-parts":[[2019,11,8]],"date-time":"2019-11-08T13:40:21Z","timestamp":1573220421000},"page":"1-19","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":30,"title":["Learning to Airbnb by Engaging in Online Communities of Practice"],"prefix":"10.1145","volume":"3","author":[{"given":"Maya","family":"Holikatti","sequence":"first","affiliation":[{"name":"Georgia Institute of Technology, Atlanta, GA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shagun","family":"Jhaver","sequence":"additional","affiliation":[{"name":"Georgia Institute of Technology, Atlanta, GA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Neha","family":"Kumar","sequence":"additional","affiliation":[{"name":"Georgia Institute of Technology, Atlanta, GA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2019,11,7]]},"reference":[{"key":"e_1_2_1_1_1","unstructured":"Airbnb. 2019. 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