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Should English majors take computer science courses? Labor market benefits of the occupational specificity of major and nonmajor college credits

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  • Light, Audrey
  • Wertz, Sydney Schreiner

Abstract

Using administrative data for college graduates, we model earnings and employment probabilities as functions of a credit-weighted index of the occupational specificity of college coursework, decomposed into within-major, within-discipline (but outside the major), and nondisciplinary components. We define the occupational specificity of each college field as the likelihood that a student majoring in that field subsequently works in an occupation requiring specific skills acquired in the field. We find that occupationally-specific, non-disciplinary courses are strongly associated with earnings; e.g., a five percentage-point shift among English majors from their least occupationally-specific courses outside the humanities to computer science is associated with a 0.055 increase in log-earnings.

Suggested Citation

  • Light, Audrey & Wertz, Sydney Schreiner, 2022. "Should English majors take computer science courses? Labor market benefits of the occupational specificity of major and nonmajor college credits," Economics of Education Review, Elsevier, vol. 88(C).
  • Handle: RePEc:eee:ecoedu:v:88:y:2022:i:c:s0272775722000401
    DOI: 10.1016/j.econedurev.2022.102263
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    1. Eric Bettinger, 2010. "To Be or Not to Be: Major Choices in Budding Scientists," NBER Chapters, in: American Universities in a Global Market, pages 69-98, National Bureau of Economic Research, Inc.
    2. Ofer Malamud, 2010. "Breadth versus Depth: The Timing of Specialization in Higher Education," LABOUR, CEIS, vol. 24(4), pages 359-390, December.
    3. Eric A. Hanushek & Guido Schwerdt & Ludger Woessmann & Lei Zhang, 2017. "General Education, Vocational Education, and Labor-Market Outcomes over the Lifecycle," Journal of Human Resources, University of Wisconsin Press, vol. 52(1), pages 48-87.
    4. John Eric Humphries & Juanna Joensen & Gregory Veramendi, 2017. "College Major Choice: Sorting and Differential Returns to Skills," 2017 Meeting Papers 1623, Society for Economic Dynamics.
    5. Luc Bridet & Margaret Leighton, 2015. "The Major Decision: Labor Market Implications of the Timing of Specialization in College," Discussion Paper Series, School of Economics and Finance 201510, School of Economics and Finance, University of St Andrews.
    6. Arcidiacono, Peter, 2004. "Ability sorting and the returns to college major," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 343-375.
    7. Joseph G. Altonji & Erica Blom & Costas Meghir, 2012. "Heterogeneity in Human Capital Investments: High School Curriculum, College Major, and Careers," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 185-223, July.
    8. Thomas Lemieux, 2014. "Occupations, fields of study and returns to education," Canadian Journal of Economics, Canadian Economics Association, vol. 47(4), pages 1047-1077, November.
    9. Hamermesh, Daniel S. & Donald, Stephen G., 2008. "The effect of college curriculum on earnings: An affinity identifier for non-ignorable non-response bias," Journal of Econometrics, Elsevier, vol. 144(2), pages 479-491, June.
    10. Baker, Rachel & Bettinger, Eric & Jacob, Brian & Marinescu, Ioana, 2018. "The Effect of Labor Market Information on Community College Students’ Major Choice," Economics of Education Review, Elsevier, vol. 65(C), pages 18-30.
    11. Dolton, P. J. & Vignoles, A., 2002. "Is a broader curriculum better?," Economics of Education Review, Elsevier, vol. 21(5), pages 415-429, October.
    12. Leighton, Margaret & Speer, Jamin D., 2020. "Labor market returns to college major specificity," European Economic Review, Elsevier, vol. 128(C).
    13. Josh Kinsler & Ronni Pavan, 2015. "The Specificity of General Human Capital: Evidence from College Major Choice," Journal of Labor Economics, University of Chicago Press, vol. 33(4), pages 933-972.
    14. Webber, Douglas A., 2016. "Are college costs worth it? How ability, major, and debt affect the returns to schooling," Economics of Education Review, Elsevier, vol. 53(C), pages 296-310.
    15. Matthew Wiswall & Basit Zafar, 2015. "Determinants of College Major Choice: Identification using an Information Experiment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 82(2), pages 791-824.
    16. Pedros Silos & Eric Smith, 2015. "Human Capital Portfolios," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 18(3), pages 635-652, July.
    17. Abel, Jaison R. & Deitz, Richard, 2015. "Agglomeration and job matching among college graduates," Regional Science and Urban Economics, Elsevier, vol. 51(C), pages 14-24.
    18. Jeff Grogger & Eric Eide, 1995. "Changes in College Skills and the Rise in the College Wage Premium," Journal of Human Resources, University of Wisconsin Press, vol. 30(2), pages 280-310.
    19. Robst, John, 2007. "Education and job match: The relatedness of college major and work," Economics of Education Review, Elsevier, vol. 26(4), pages 397-407, August.
    20. Guillermo Montt, 2017. "Field-of-study mismatch and overqualification: labour market correlates and their wage penalty," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 6(1), pages 1-20, December.
    21. John Robst, 2007. "Education, College Major, and Job Match: Gender Differences in Reasons for Mismatch," Education Economics, Taylor & Francis Journals, vol. 15(2), pages 159-175.
    22. Light, Audrey & Schreiner, Sydney, 2019. "College major, college coursework, and post-college wages," Economics of Education Review, Elsevier, vol. 73(C).
    23. Rakitan, Timothy J. & Artz, Georgeanne M., 2015. "What good are skills, anyway? Estimating the returns to specific skills in a college education," 2015 AAEA & WAEA Joint Annual Meeting, July 26-28, San Francisco, California 205791, Agricultural and Applied Economics Association.
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    More about this item

    Keywords

    Educational economics; Human capital; Rate of return; Salary wage differentials; College coursework;
    All these keywords.

    JEL classification:

    • I26 - Health, Education, and Welfare - - Education - - - Returns to Education
    • I23 - Health, Education, and Welfare - - Education - - - Higher Education; Research Institutions
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity

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