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Factors shaping the gender wage gap among college-educated computer science workers

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  • Sharon Sassler
  • Pamela Meyerhofer

Abstract

Encouraging women to pursue STEM employment is frequently touted as a means of reducing the gender wage gap. We examine whether the attributes of computer science workers–who account for nearly half of those working in STEM jobs–explain the persistent gender wage gap in computer science, using American Community Survey (ACS) data from 2009 to 2019. Our analysis focuses on working-age respondents between the ages of 22 and 60 who had a college degree and were employed full-time. We use ordinary least squares (OLS) regression of logged wages on observed characteristics, before turning to regression decomposition techniques to estimate what proportion of the gender wage gap would remain if men and women were equally rewarded for the same attributes–such as parenthood or marital status, degree field, or occupation. Women employed in computer science jobs earned about 86.6 cents for every dollar that men earned–a raw gender gap that is smaller than it is for the overall labor force (where it was 82 percent). Controlling for compositional effects (family attributes, degree field and occupation) narrows the gender wage gap, though women continue to earn 9.1 cents per dollar less than their male counterparts. But differential returns to family characteristics and human capital measures account for almost two-thirds of the gender wage gap in computer science jobs. Women working in computer science receive both a marriage and parenthood premium relative to unmarried or childless women, but these are significantly smaller than the bonus that married men and fathers receive over their childless and unmarried peers. Men also receive sizable wage premiums for having STEM degrees in computer science and engineering when they work in computer science jobs, advantages that do not accrue to women. Closing the gender wage gap in computer science requires treating women more like men, not just increasing their representation.

Suggested Citation

  • Sharon Sassler & Pamela Meyerhofer, 2023. "Factors shaping the gender wage gap among college-educated computer science workers," PLOS ONE, Public Library of Science, vol. 18(10), pages 1-27, October.
    • Handle: RePEc:plo:pone00:0293300
    DOI: 10.1371/journal.pone.0293300
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    References listed on IDEAS

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    1. Jacob Mincer & Solomon Polachek, 1974. "Family Investments in Human Capital: Earnings of Women," NBER Chapters, in: Marriage, Family, Human Capital, and Fertility, pages 76-110, National Bureau of Economic Research, Inc.
    2. Francine D. Blau & Lawrence M. Kahn, 2017. "The Gender Wage Gap: Extent, Trends, and Explanations," Journal of Economic Literature, American Economic Association, vol. 55(3), pages 789-865, September.
    3. Paula Stephan & Sharon Levin, 2005. "Leaving Careers in IT: Gender Differences in Retention," The Journal of Technology Transfer, Springer, vol. 30(4), pages 383-396, October.
    4. Siqi Han & Dmitry Tumin & Zhenchao Qian, 2016. "Gendered transitions to adulthood by college field of study in the United States," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 35(31), pages 929-960.
    5. Sharon Sassler & Katherine Michelmore & Kristin Smith, 2017. "A Tale of Two Majors: Explaining the Gender Gap in STEM Employment among Computer Science and Engineering Degree Holders," Social Sciences, MDPI, vol. 6(3), pages 1-26, July.
    6. Thomas Leopold, 2018. "Gender Differences in the Consequences of Divorce: A Study of Multiple Outcomes," Demography, Springer;Population Association of America (PAA), vol. 55(3), pages 769-797, June.
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