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Perceived Wages and the Gender Gap in STEM Fields

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  • Osikominu, Aderonke
  • Pfeifer, Gregor

Abstract

We estimate gender differences in elicited wage expectations among German University students applying for STEM and non-STEM fields. Descriptively, women expect to earn less than men and also have lower expectations about wages of average graduates across different fields. Using a two-step estimation procedure accounting for self-selection, we find that the gender gap in own expected wages can be explained to the extent of 54-69% by wage expectations for average graduates across different fields. However, gender differences in the wage expectations for average graduates across different fields do not contribute to explaining the gender gap in the choice of STEM majors.

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  • Osikominu, Aderonke & Pfeifer, Gregor, 2018. "Perceived Wages and the Gender Gap in STEM Fields," CEPR Discussion Papers 12719, C.E.P.R. Discussion Papers.
  • Handle: RePEc:cpr:ceprdp:12719
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    1. 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.
    2. Peter Arcidiacono & Esteban M. Aucejo & V. Joseph Hotz, 2016. "University Differences in the Graduation of Minorities in STEM Fields: Evidence from California," American Economic Review, American Economic Association, vol. 106(3), pages 525-562, March.
    3. O. Ashenfelter & D. Card (ed.), 2011. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 4, number 4.
    4. O. Ashenfelter & D. Card (ed.), 2011. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 4, number 5.
    5. 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.
    6. Oaxaca, Ronald, 1973. "Male-Female Wage Differentials in Urban Labor Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 14(3), pages 693-709, October.
    7. Matthew Wiswall & Basit Zafar, 2018. "Preference for the Workplace, Investment in Human Capital, and Gender," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(1), pages 457-507.
    8. Alan S. Blinder, 1973. "Wage Discrimination: Reduced Form and Structural Estimates," Journal of Human Resources, University of Wisconsin Press, vol. 8(4), pages 436-455.
    9. Arcidiacono, Peter & Hotz, V. Joseph & Maurel, Arnaud & Romano, Teresa, 2014. "Recovering Ex Ante Returns and Preferences for Occupations using Subjective Expectations Data," IZA Discussion Papers 8549, Institute of Labor Economics (IZA).
    10. 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.
    11. Todd Stinebrickner & Ralph Stinebrickner, 2012. "Learning about Academic Ability and the College Dropout Decision," Journal of Labor Economics, University of Chicago Press, vol. 30(4), pages 707-748.
    12. Basit Zafar, 2011. "How Do College Students Form Expectations?," Journal of Labor Economics, University of Chicago Press, vol. 29(2), pages 301-348.
    13. Ralph Stinebrickner & Todd R. Stinebrickner, 2014. "A Major in Science? Initial Beliefs and Final Outcomes for College Major and Dropout," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(1), pages 426-472.
    14. A. D. Roy, 1951. "Some Thoughts On The Distribution Of Earnings," Oxford Economic Papers, Oxford University Press, vol. 3(2), pages 135-146.
    15. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    16. 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.
    17. Ben Jann, 2008. "The Blinder–Oaxaca decomposition for linear regression models," Stata Journal, StataCorp LP, vol. 8(4), pages 453-479, December.
    18. Basit Zafar, 2013. "College Major Choice and the Gender Gap," Journal of Human Resources, University of Wisconsin Press, vol. 48(3), pages 545-595.
    19. French, Eric & Taber, Christopher, 2011. "Identification of Models of the Labor Market," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 6, pages 537-617, Elsevier.
    20. 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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    Cited by:

    1. Giovanna Di Castro & Valentina Ferri & Salvatore Marsiglia, 2022. "Why do women choose stem educational path?," RIEDS - Rivista Italiana di Economia, Demografia e Statistica - The Italian Journal of Economic, Demographic and Statistical Studies, SIEDS Societa' Italiana di Economia Demografia e Statistica, vol. 76(3), pages 4-12, July-Sept.
    2. Ana Maria Munoz Boudet & Lourdes Rodriguez Chamussy & Christina Chiarella & Isil Oral Savonitto, 2021. "Women and STEM in Europe and Central Asia," World Bank Publications - Reports 35463, The World Bank Group.
    3. Pamela Giustinelli, 2022. "Expectations in Education: Framework, Elicitation, and Evidence," Working Papers 2022-026, Human Capital and Economic Opportunity Working Group.
    4. McNally, Sandra, 2020. "Gender Differences in Tertiary Education: What Explains STEM Participation?," IZA Policy Papers 165, Institute of Labor Economics (IZA).
    5. Ana Fernandes & Martin Huber & Giannina Vaccaro, 2021. "Gender differences in wage expectations," PLOS ONE, Public Library of Science, vol. 16(6), pages 1-24, June.
    6. David E. Bloom & Victoria Y. Fan & Vadim Kufenko & Osondu Ogbuoji & Klaus Prettner & Gavin Yamey, 2021. "Going beyond GDP with a parsimonious indicator: inequality-adjusted healthy lifetime income," Vienna Yearbook of Population Research, Vienna Institute of Demography (VID) of the Austrian Academy of Sciences in Vienna, vol. 19(1), pages 127-140.
    7. Carlos Gradín & Félix Mambo & Yonesse Paris & Ricardo Santos, 2020. "Unequal expectations: Gender inequality in salary expectations of university students," WIDER Working Paper Series wp-2020-78, World Institute for Development Economic Research (UNU-WIDER).
    8. Esteban Aucejo & Jonathan James, 2019. "The Path to College Education: The Role of Math and Verbal Skills," Working Papers 1901, California Polytechnic State University, Department of Economics.
    9. Isphording, Ingo E. & Qendrai, Pamela, 2019. "Gender Differences in Student Dropout in STEM," IZA Research Reports 87, Institute of Labor Economics (IZA).

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    More about this item

    Keywords

    Gender gap; Wage expectations; College major choice; Stem;
    All these keywords.

    JEL classification:

    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • J16 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Gender; Non-labor Discrimination
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials

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