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Specializing in growing sectors: Wage returns and gender differences

Author

Listed:
  • Graves, Jennifer.

    (Departamento de Economía y Hacienda Pública. Universidad Autónoma de Madrid.)

  • Kuehn, Zoë.

    (Departamento de Análisis Económico (Teoría e Historia Económica). Universidad Autónoma de Madrid.)

Abstract
We test whether specializing in a field of study when related sectors are growing matters for future labor market outcomes. For eight high-income OECD countries we match data on individuals' specialization decisions in higher education from PIAAC (Programme for the International Assessment of Adult Competencies) with national statistics on value added of related economic sectors. We find that individuals who chose fields of studies when related sectors were growing earn higher wages later in life. We also find that men are less likely to specialize in growing sectors. However, this is entirely driven by the fact that men avoid specializing in traditionally female fields, whose related sectors have grown more over recent decades (e.g. health, education). Only for men who obtained at least a Bachelor's degree can this avoidance be explained by lower wages. Men who obtained a vocational degree in growing female fields earn similar wages later in life as those specializing in shrinking male fields. We present suggestive evidence that gendered specialization decisions, paired with growth in traditionally female sectors could have contributed to narrowing gender wage gaps in recent decades

Suggested Citation

  • Graves, Jennifer. & Kuehn, Zoë., 2018. "Specializing in growing sectors: Wage returns and gender differences," Working Papers in Economic Theory 2018/01, Universidad Autónoma de Madrid (Spain), Department of Economic Analysis (Economic Theory and Economic History).
  • Handle: RePEc:uam:wpaper:201801
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    1. Sakellaris, Plutarchos & Spilimbergo, Antonio, 2000. "Business cycles and investment in human capital: international evidence on higher education," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 52(1), pages 221-256, June.
    2. Machin, Stephen & Puhani, Patrick A., 2003. "Subject of degree and the gender wage differential: evidence from the UK and Germany," Economics Letters, Elsevier, vol. 79(3), pages 393-400, June.
    3. Long, Mark C. & Goldhaber, Dan & Huntington-Klein, Nick, 2015. "Do completed college majors respond to changes in wages?," Economics of Education Review, Elsevier, vol. 49(C), pages 1-14.
    4. Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), 2011. "Handbook of the Economics of Education," Handbook of the Economics of Education, Elsevier, edition 1, volume 4, number 4, June.
    5. David Autor & David Dorn & Gordon Hanson, 2019. "When Work Disappears: Manufacturing Decline and the Falling Marriage Market Value of Young Men," American Economic Review: Insights, American Economic Association, vol. 1(2), pages 161-178, September.
    6. Basit Zafar, 2013. "College Major Choice and the Gender Gap," Journal of Human Resources, University of Wisconsin Press, vol. 48(3), pages 545-595.
    7. Pedro Carneiro & James J. Heckman, 2002. "The Evidence on Credit Constraints in Post--secondary Schooling," Economic Journal, Royal Economic Society, vol. 112(482), pages 705-734, October.
    8. Hanushek, Eric A. & Schwerdt, Guido & Wiederhold, Simon & Woessmann, Ludger, 2015. "Returns to skills around the world: Evidence from PIAAC," European Economic Review, Elsevier, vol. 73(C), pages 103-130.
    9. Arcidiacono, Peter & Hotz, V. Joseph & Kang, Songman, 2012. "Modeling college major choices using elicited measures of expectations and counterfactuals," Journal of Econometrics, Elsevier, vol. 166(1), pages 3-16.
    10. 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.
    11. Kahn, Lisa B., 2010. "The long-term labor market consequences of graduating from college in a bad economy," Labour Economics, Elsevier, vol. 17(2), pages 303-316, April.
    12. George A. Akerlof & Rachel E. Kranton, 2000. "Economics and Identity," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(3), pages 715-753.
    13. 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.
    14. Ainhoa Aparicio-Fenoll, 2016. "Returns to Education and Educational Outcomes: The Case of the Spanish Housing Boom," Journal of Human Capital, University of Chicago Press, vol. 10(2), pages 235-265.
    15. 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.
    16. Joseph G. Altonji & Lisa B. Kahn & Jamin D. Speer, 2016. "Cashier or Consultant? Entry Labor Market Conditions, Field of Study, and Career Success," Journal of Labor Economics, University of Chicago Press, vol. 34(S1), pages 361-401.
    17. Matthew Wiswall & Basit Zafar, 2015. "How Do College Students Respond to Public Information about Earnings?," Journal of Human Capital, University of Chicago Press, vol. 9(2), pages 117-169.
    18. Carmen Aina & Eliana Baici & Giorgia Casalone, 2011. "Time to degree: students' abilities, university characteristics or something else? Evidence from Italy," Education Economics, Taylor & Francis Journals, vol. 19(3), pages 311-325.
    19. Neal, Derek, 1995. "Industry-Specific Human Capital: Evidence from Displaced Workers," Journal of Labor Economics, University of Chicago Press, vol. 13(4), pages 653-677, October.
    20. Magali Beffy & Denis Fougère & Arnaud Maurel, 2012. "Choosing the Field of Study in Postsecondary Education: Do Expected Earnings Matter?," The Review of Economics and Statistics, MIT Press, vol. 94(1), pages 334-347, February.
    21. Almlund, Mathilde & Duckworth, Angela Lee & Heckman, James & Kautz, Tim, 2011. "Personality Psychology and Economics," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 4, chapter 0, pages 1-181, Elsevier.
    22. Philip Oreopoulos & Till von Wachter & Andrew Heisz, 2012. "The Short- and Long-Term Career Effects of Graduating in a Recession," American Economic Journal: Applied Economics, American Economic Association, vol. 4(1), pages 1-29, January.
    23. Susan Dynarski, 2008. "Building the Stock of College-Educated Labor," Journal of Human Resources, University of Wisconsin Press, vol. 43(3), pages 576-610.
    24. Brian C. Cadena & Benjamin J. Keys, 2015. "Human Capital and the Lifetime Costs of Impatience," American Economic Journal: Economic Policy, American Economic Association, vol. 7(3), pages 126-153, August.
    25. Claudia Goldin, 2014. "A Grand Gender Convergence: Its Last Chapter," American Economic Review, American Economic Association, vol. 104(4), pages 1091-1119, April.
    26. Erica Blom & Brian C. Cadena & Benjamin J. Keys, 2021. "Investment over the Business Cycle: Insights from College Major Choice," Journal of Labor Economics, University of Chicago Press, vol. 39(4), pages 1043-1082.
    27. Montmarquette, Claude & Cannings, Kathy & Mahseredjian, Sophie, 2002. "How do young people choose college majors?," Economics of Education Review, Elsevier, vol. 21(6), pages 543-556, December.
    28. Heckman, James J., 2011. "Integrating Personality Psychology into Economics," IZA Discussion Papers 5950, Institute of Labor Economics (IZA).
    29. Dan A. Black & Amelia M. Haviland & Seth G. Sanders & Lowell J. Taylor, 2008. "Gender Wage Disparities among the Highly Educated," Journal of Human Resources, University of Wisconsin Press, vol. 43(3), pages 630-659.
    30. Thomas N. Daymonti & Paul J. Andrisani, 1984. "Job Preferences, College Major, and the Gender Gap in Earnings," Journal of Human Resources, University of Wisconsin Press, vol. 19(3), pages 408-428.
    31. Arcidiacono, Peter, 2004. "Ability sorting and the returns to college major," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 343-375.
    32. Eide, Eric & Waehrer, Geetha, 1998. "The Role of the Option Value of College Attendance in College Major Choice," Economics of Education Review, Elsevier, vol. 17(1), pages 73-82, February.
    33. Bedard, Kelly & Herman, Douglas A., 2008. "Who goes to graduate/professional school? The importance of economic fluctuations, undergraduate field, and ability," Economics of Education Review, Elsevier, vol. 27(2), pages 197-210, April.
    34. Julian R. Betts & Laurel L. McFarland, 1995. "Safe Port in a Storm: The Impact of Labor Market Conditions on Community College Enrollments," Journal of Human Resources, University of Wisconsin Press, vol. 30(4), pages 741-765.
    35. Dolores Messer & Stefan Wolter, 2010. "Time-to-degree and the business cycle," Education Economics, Taylor & Francis Journals, vol. 18(1), pages 111-123.
    36. Ahu Gemici & Matthew Wiswall, 2014. "Evolution Of Gender Differences In Post‐Secondary Human Capital Investments: College Majors," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 55(1), pages 23-56, February.
    37. Eric P. Bettinger & Bridget Terry Long & Philip Oreopoulos & Lisa Sanbonmatsu, 2012. "The Role of Application Assistance and Information in College Decisions: Results from the H&R Block Fafsa Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(3), pages 1205-1242.
    38. Ahu Gemici & Matthew Wiswall, 2014. "Evolution Of Gender Differences In Post‐Secondary Human Capital Investments: College Majors," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 55, pages 23-56, February.
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    More about this item

    Keywords

    higher education; specialization; sectors; labor market; gender; PIAAC;
    All these keywords.

    JEL classification:

    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • I23 - Health, Education, and Welfare - - Education - - - Higher Education; Research Institutions
    • 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
    • O57 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Comparative Studies of Countries

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