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Within this broader workforce, gig drivers (e.g., rideshare and delivery workers) draw on their local knowledge \u2013 information and skills specific to a particular region \u2013 to navigate and optimize routes. Building on a substantial body of research on gig work, this study turns attention to how gig drivers develop and deploy knowledge practices within the gig economy infrastructure. To address this, we analyzed 25 semi-structured interviews, revealing how drivers\u2019 knowledge practices enable them to adapt platform systems to local conditions, develop algorithmic-local knowledge by integrating insights about platform behavior and market dynamics, and strategically regulate knowledge exchange with peers. We discuss how such knowledge practices play a critical role in localizing platform work, bridging the gaps between gig platforms\u2019 global standards and local conditions.<\/jats:p>","DOI":"10.1007\/s10606-026-09536-6","type":"journal-article","created":{"date-parts":[[2026,2,26]],"date-time":"2026-02-26T09:53:19Z","timestamp":1772099599000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Making the Gig Economy Infrastructure Work: Gig Drivers\u2019 Adaptive, Algorithmic, and Social Knowledge Practices"],"prefix":"10.1007","volume":"35","author":[{"given":"Rie Helene Lindy","family":"Hernandez","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qiurong","family":"Song","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yubo","family":"Kou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xinning","family":"Gui","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2026,2,26]]},"reference":[{"issue":"2","key":"9536_CR1","doi-asserted-by":"publisher","first-page":"155","DOI":"10.1023\/B:COSU.0000045805.77534.2a","volume":"13","author":"Mark S. 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