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Data Scientists’ Identity Work: Omnivorous Symbolic Boundaries in Skills Acquisition

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  • Netta Avnon

Abstract

Drawing on theories from the sociology of work and the sociology of culture, this article argues that members of nascent technical occupations construct their professional identity and claim status through an omnivorous approach to skills acquisition. Based on a discursive analysis of 56 semi-structured in-depth interviews with data scientists, data science professors and managers in Israel, it was found that data scientists mobilise the following five resources to construct their identity: (1) ability to bridge the gap between scientist’s and engineer’s identities; (2) multiplicity of theories; (3) intensive self-learning; (4) bridging technical and social skills; and (5) acquiring domain knowledge easily. These resources diverge from former generalist-specialist identity tensions described in the literature as they attribute a higher status to the generalist-omnivore and a lower one to the specialist-snob.

Suggested Citation

  • Netta Avnon, 2021. "Data Scientists’ Identity Work: Omnivorous Symbolic Boundaries in Skills Acquisition," Work, Employment & Society, British Sociological Association, vol. 35(2), pages 332-349, April.
    • Handle: RePEc:sae:woemps:v:35:y:2021:i:2:p:332-349
    DOI: 10.1177/0950017020977306
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    1. Julia Porter Liebeskind & Amalya Lumerman Oliver & Lynne Zucker & Marilynn Brewer, 1996. "Social networks, Learning, and Flexibility: Sourcing Scientific Knowledge in New Biotechnology Firms," Organization Science, INFORMS, vol. 7(4), pages 428-443, August.
    2. Will Sutherland & Mohammad Hossein Jarrahi & Michael Dunn & Sarah Beth Nelson, 2020. "Work Precarity and Gig Literacies in Online Freelancing," Work, Employment & Society, British Sociological Association, vol. 34(3), pages 457-475, June.
    3. David H. Autor & Lawrence F. Katz & Melissa S. Kearney, 2008. "Trends in U.S. Wage Inequality: Revising the Revisionists," The Review of Economics and Statistics, MIT Press, vol. 90(2), pages 300-323, May.
    4. Luca Carollo & Luca Solari, 2019. "Discourses of Professionalism in Front-Line Service Work: Insights from a Case Study in an Italian Bank," Work, Employment & Society, British Sociological Association, vol. 33(5), pages 829-845, October.
    5. Beth A. Bechky, 2003. "Sharing Meaning Across Occupational Communities: The Transformation of Understanding on a Production Floor," Organization Science, INFORMS, vol. 14(3), pages 312-330, June.
    6. Irena Grugulis & Steven Vincent, 2009. "Whose skill is it anyway?," Work, Employment & Society, British Sociological Association, vol. 23(4), pages 597-615, December.
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