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Automation and Gender: Implications for Occupational Segregation and the Gender Skill Gap

Author

Listed:
  • Cortes, Patricia

    (Boston University)

  • Feng, Ying

    (National University of Singapore)

  • Guida-Johnson, Nicolás

    (Pontificia Universidad Javeriana)

  • Pan, Jessica

    (National University of Singapore)

Abstract

We examine the differential effects of automation on the labor market and educational outcomes of women relative to men over the past four decades. Although women were disproportionately employed in occupations with a high risk of automation in 1980, they were more likely to shift to high-skill, high-wage occupations than men in over time. We provide a causal link by exploiting variation in local labor market exposure to automation attributable to historical differences in local industry structure. For a given change in the exposure to automation across commuting zones, women were more likely than men to shift out of routine task-intensive occupations to high-skill, high wage occupations over the subsequent decade. The net effect is that initially routine-intensive local labor markets experienced greater occupational gender integration. College attainment among younger workers, particularly women, also rose signicantly more in areas more exposed to automation. We propose a model of occupational choice with endogenous skill investments, where social skills and routine tasks are q-complements, and women have a comparative advantage in social skills, to explain the observed patterns. Supporting the model mechanisms, areas with greater exposure to automation experienced a greater movement of women into occupations with high social skill (and high cognitive) requirements than men.

Suggested Citation

  • Cortes, Patricia & Feng, Ying & Guida-Johnson, Nicolás & Pan, Jessica, 2023. "Automation and Gender: Implications for Occupational Segregation and the Gender Skill Gap," IZA Discussion Papers 16695, IZA Network @ LISER.
  • Handle: RePEc:iza:izadps:dp16695
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    1. Chuan, Amanda & Zhang, Weilong, 2023. "Non-college Occupations, Workplace Routinization, and the Gender Gap in College Enrollment," IZA Discussion Papers 16089, IZA Network @ LISER.
    2. R. E. O’Dea & M. Lagisz & M. D. Jennions & S. Nakagawa, 2018. "Gender differences in individual variation in academic grades fail to fit expected patterns for STEM," Nature Communications, Nature, vol. 9(1), pages 1-8, December.
    3. L. Rachel Ngai & Barbara Petrongolo, 2017. "Gender Gaps and the Rise of the Service Economy," American Economic Journal: Macroeconomics, American Economic Association, vol. 9(4), pages 1-44, October.
    4. Catherine J. Weinberger, 2014. "The Increasing Complementarity between Cognitive and Social Skills," The Review of Economics and Statistics, MIT Press, vol. 96(5), pages 849-861, December.
    5. Francine Blau & Peter Brummund & Albert Liu, 2013. "Erratum to: Trends in Occupational Segregation by Gender 1970–2009: Adjusting for the Impact of Changes in the Occupational Coding System," Demography, Springer;Population Association of America (PAA), vol. 50(2), pages 493-494, April.
    6. Jacob, Brian A., 2002. "Where the boys aren't: non-cognitive skills, returns to school and the gender gap in higher education," Economics of Education Review, Elsevier, vol. 21(6), pages 589-598, December.
    7. Nicole M. Fortin, 2008. "The Gender Wage Gap among Young Adults in the United States: The Importance of Money versus People," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    8. Ben Weidmann & David J. Deming, 2021. "Team Players: How Social Skills Improve Team Performance," Econometrica, Econometric Society, vol. 89(6), pages 2637-2657, November.
    9. Firpo, Sergio & Fortin, Nicole M. & Lemieux, Thomas, 2011. "Occupational Tasks and Changes in the Wage Structure," IZA Discussion Papers 5542, IZA Network @ LISER.
    10. Fabio Cerina & Alessio Moro & Michelle Rendall, 2021. "The Role Of Gender In Employment Polarization," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 62(4), pages 1655-1691, November.
    11. Christopher Cornwell & David B. Mustard & Jessica Van Parys, 2013. "Noncognitive Skills and the Gender Disparities in Test Scores and Teacher Assessments: Evidence from Primary School," Journal of Human Resources, University of Wisconsin Press, vol. 48(1), pages 236-264.
    12. David J. Deming, 2017. "The Growing Importance of Social Skills in the Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1593-1640.
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    3. Stefania Albanesi & António Dias da Silva & Juan F. Jimeno & Ana Lamo & Alena Wabitsch, 2025. "AI and Women's Employment in Europe," AEA Papers and Proceedings, American Economic Association, vol. 115, pages 46-50, May.
    4. Claudio Costanzo, 2025. "Robots, jobs, and optimal fertility timing," Journal of Population Economics, Springer;European Society for Population Economics, vol. 38(2), pages 1-33, June.
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    7. Jaison R. Abel & Richard Deitz, 2024. "The Long-Term Rise and Geographic Concentration of Labor Market Detachment," Staff Reports 1138, Federal Reserve Bank of New York.

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    Keywords

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    JEL classification:

    • J16 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Gender; Non-labor Discrimination
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity

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