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• W3124848753 abstract "The trustworthiness of data science systems in applied and real-world settings emerges from the resolution of specific tensions through situated, pragmatic, and ongoing forms of work. Drawing on research in CSCW, critical data studies, and history and sociology of science, and six months of immersive ethnographic fieldwork with a corporate data science team, we describe four common tensions in applied data science work: (un)equivocal numbers, (counter)intuitive knowledge, (in)credible data, and (in)scrutable models. We show how organizational actors establish and re-negotiate trust under messy and uncertain analytic conditions through practices of skepticism, assessment, and credibility. Highlighting the collaborative and heterogeneous nature of real-world data science, we show how the management of trust in applied corporate data science settings depends not only on pre-processing and quantification, but also on negotiation and translation. We conclude by discussing the implications of our findings for data science research and practice, both within and beyond CSCW." @default.
• W3124848753 created "2021-02-01" @default.
• W3124848753 creator A5035026662 @default.
• W3124848753 creator A5088074623 @default.
• W3124848753 date "2020-02-09" @default.
• W3124848753 modified "2023-09-27" @default.
• W3124848753 title "Trust in Data Science: Collaboration, Translation, and Accountability in Corporate Data Science Projects" @default.
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