IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/34375.html

Beyond Education and Occupation: Unpacking the Large Gender Wage Gap in Kenya

Author

Listed:
  • Uyanga Byambaa
  • Edward Miguel
  • Michael W. Walker
  • Samuel Zicheng Wang

Abstract

Gender wage gaps persist globally, particularly in poor countries. Using Kenya Life Panel Survey data, we first document a raw gender wage gap of 79 log points (55%). We show it remains large, at 39 log points (32%), even controlling for a novel set of individual characteristics – cognitive performance, personality traits, economic preferences, and job tasks – in addition to standard covariates. These novel factors account for only 20% of the residual gap unexplained by education and occupation. Though most Kenyans report egalitarian gender views, these patterns suggest that barriers still hinder women’s labor outcomes.

Suggested Citation

  • Uyanga Byambaa & Edward Miguel & Michael W. Walker & Samuel Zicheng Wang, 2025. "Beyond Education and Occupation: Unpacking the Large Gender Wage Gap in Kenya," NBER Working Papers 34375, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:34375
    Note: DEV LS
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w34375.pdf
    Download Restriction: Access to the full text is generally limited to series subscribers, however if the top level domain of the client browser is in a developing country or transition economy free access is provided. More information about subscriptions and free access is available at http://www.nber.org/wwphelp.html. Free access is also available to older working papers.
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Becerra, Oscar & Guerra, José-Alberto, 2023. "Personal safety first: Do workers value safer jobs?," Journal of Economic Behavior & Organization, Elsevier, vol. 212(C), pages 996-1016.
    2. Leonardo Bursztyn & Alessandra L. González & David Yanagizawa-Drott, 2020. "Misperceived Social Norms: Women Working Outside the Home in Saudi Arabia," American Economic Review, American Economic Association, vol. 110(10), pages 2997-3029, October.
    3. 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.
    4. Lin, Dajun & Lutter, Randall & Ruhm, Christopher J., 2018. "Cognitive performance and labour market outcomes," Labour Economics, Elsevier, vol. 51(C), pages 121-135.
    5. repec:dau:papers:123456789/4305 is not listed on IDEAS
    6. Claudia Goldin, 2014. "A Grand Gender Convergence: Its Last Chapter," American Economic Review, American Economic Association, vol. 104(4), pages 1091-1119, April.
    7. Gérard Biau & Erwan Scornet, 2016. "A random forest guided tour," TEST: An Official Journal of the Spanish Society of Statistics and Operations Research, Springer;Sociedad de Estadística e Investigación Operativa, vol. 25(2), pages 197-227, June.
    8. Alexandre Belloni & Victor Chernozhukov & Christian Hansen, 2014. "Inference on Treatment Effects after Selection among High-Dimensional Controlsâ€," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(2), pages 608-650.
    9. Ben Weidmann & David J. Deming, 2021. "Team Players: How Social Skills Improve Team Performance," Econometrica, Econometric Society, vol. 89(6), pages 2637-2657, November.
    10. Boissiere, M & Knight, J B & Sabot, R H, 1985. "Earnings, Schooling, Ability, and Cognitive Skills," American Economic Review, American Economic Association, vol. 75(5), pages 1016-1030, December.
    11. Cawley, John & Heckman, James & Vytlacil, Edward, 2001. "Three observations on wages and measured cognitive ability," Labour Economics, Elsevier, vol. 8(4), pages 419-442, September.
    12. Victor Chernozhukov & Denis Chetverikov & Mert Demirer & Esther Duflo & Christian Hansen & Whitney K. Newey, 2016. "Double machine learning for treatment and causal parameters," CeMMAP working papers CWP49/16, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    13. Nordman, Christophe J. & Robilliard, Anne-Sophie & Roubaud, François, 2011. "Gender and ethnic earnings gaps in seven West African cities," Labour Economics, Elsevier, vol. 18(S1), pages 132-145.
    14. 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.
    15. Bonaccolto-Töpfer, Marina & Briel, Stephanie, 2022. "The gender pay gap revisited: Does machine learning offer new insights?," Labour Economics, Elsevier, vol. 78(C).
    16. Per-Anders Edin & Peter Fredriksson & Martin Nybom & Björn Öckert, 2022. "The Rising Return to Noncognitive Skill," American Economic Journal: Applied Economics, American Economic Association, vol. 14(2), pages 78-100, April.
    17. Alderotti, Giammarco & Rapallini, Chiara & Traverso, Silvio, 2023. "The Big Five personality traits and earnings: A meta-analysis," Journal of Economic Psychology, Elsevier, vol. 94(C).
    18. Stephan Klasen, 2019. "What Explains Uneven Female Labor Force Participation Levels and Trends in Developing Countries?," The World Bank Research Observer, World Bank, vol. 34(2), pages 161-197.
    19. René Böheim & Philipp Stöllinger, 2021. "Decomposition of the gender wage gap using the LASSO estimator," Applied Economics Letters, Taylor & Francis Journals, vol. 28(10), pages 817-828, June.
    20. Namrata Kala & Madeline McKelway, 2025. "The Power of Persuasion: Causal Effects of Household Communication on Women's Employment," NBER Working Papers 33747, National Bureau of Economic Research, Inc.
    21. Edward Miguel & Michael Kremer, 2004. "Worms: Identifying Impacts on Education and Health in the Presence of Treatment Externalities," Econometrica, Econometric Society, vol. 72(1), pages 159-217, January.
    22. Rica, Sara De La & Gortazar, Lucas & Lewandowski, Piotr, 2020. "Job Tasks and Wages in Developed Countries: Evidence from PIAAC," Labour Economics, Elsevier, vol. 65(C).
    23. Gérard Biau & Erwan Scornet, 2016. "Rejoinder on: A random forest guided tour," TEST: An Official Journal of the Spanish Society of Statistics and Operations Research, Springer;Sociedad de Estadística e Investigación Operativa, vol. 25(2), pages 264-268, June.
    24. Kjetil Bjorvatn & Denise Ferris & Selim Gulesci & Arne Nasgowitz & Vincent Somville & Lore Vandewalle, 2025. "Childcare, Labor Supply, and Business Development: Experimental Evidence from Uganda," American Economic Journal: Applied Economics, American Economic Association, vol. 17(2), pages 75-101, April.
    25. Victor Chernozhukov & Denis Nekipelov & Vira Semenova & Vasilis Syrgkanis, 2018. "Plug-in regularized estimation of high dimensional parameters in nonlinear semiparametric models," CeMMAP working papers CWP41/18, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    26. David Card & Ana Rute Cardoso & Joerg Heining & Patrick Kline, 2018. "Firms and Labor Market Inequality: Evidence and Some Theory," Journal of Labor Economics, University of Chicago Press, vol. 36(S1), pages 13-70.
    27. Oaxaca, Ronald L. & Ransom, Michael R., 1994. "On discrimination and the decomposition of wage differentials," Journal of Econometrics, Elsevier, vol. 61(1), pages 5-21, March.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. David J. Deming & Mikko I. Silliman, 2024. "Skills and Human Capital in the Labor Market," NBER Working Papers 32908, National Bureau of Economic Research, Inc.
    2. Bonaccolto-Töpfer, Marina & Briel, Stephanie, 2022. "The gender pay gap revisited: Does machine learning offer new insights?," Labour Economics, Elsevier, vol. 78(C).
    3. Claudia Roethlisberger & Franziska Gassmann & Wim Groot & Bruno Martorano, 2023. "The contribution of personality traits and social norms to the gender pay gap: A systematic literature review," Journal of Economic Surveys, Wiley Blackwell, vol. 37(2), pages 377-408, April.
    4. Matthew A. Lenard & Mikko Silliman, 2024. "Informal Social Interactions, Academic Achievement and Behaviour: Evidence from Peers on the School Bus," CESifo Working Paper Series 11115, CESifo.
    5. David J. Deming, 2022. "Four Facts about Human Capital," Journal of Economic Perspectives, American Economic Association, vol. 36(3), pages 75-102, Summer.
    6. David Hardt & Lea Mayer & Johannes Rincke, 2023. "Who Does the Talking Here? The Impact of Gender Composition on Team Interactions," CESifo Working Paper Series 10550, CESifo.
    7. Buser, Thomas & Ahlskog, Rafael & Johannesson, Magnus & Koellinger, Philipp & Oskarsson, Sven, 2024. "The causal effect of genetic variants linked to cognitive and non-cognitive skills on education and labor market outcomes," Labour Economics, Elsevier, vol. 90(C).
    8. Bonaccolto-Töpfer, Marina & Satlukal, Sascha, 2024. "Gender differences in reservation wages: New evidence for Germany," Labour Economics, Elsevier, vol. 91(C).
    9. Ben Sand & Chris Bidner, 2016. "Job Prospects and Pay Gaps: Theory and Evidence on the Gender Gap from U.S. Cities," Discussion Papers dp16-14, Department of Economics, Simon Fraser University.
    10. Yana Gallen & Melanie Wasserman, 2021. "Informed Choices: Gender Gaps in Career Advice," Working Papers 2021-025, Human Capital and Economic Opportunity Working Group.
    11. Mathias Allemand & Martina Kirchberger & Sveta Milusheva & Carol Newman & Brent Roberts & Vincent Thorne, 2023. "Conscientiousness and Labor Market Returns: Evidence from a Field Experiment in West Africa," Trinity Economics Papers tep0123, Trinity College Dublin, Department of Economics.
    12. David Dorn & Florian Schoner & Moritz Seebacher & Lisa Simon & Ludger Woessmann, 2024. "Multidimensional Skills on LinkedIn Profiles: Measuring Human Capital and the Gender Skill Gap," Papers 2409.18638, arXiv.org, revised May 2025.
    13. Bøler, Esther Ann & Javorcik, Beata & Ulltveit-Moe, Karen Helene, 2018. "Working across time zones: Exporters and the gender wage gap," Journal of International Economics, Elsevier, vol. 111(C), pages 122-133.
    14. Hansen, Henrik & Rand, John & Win, Ngu Wah, 2022. "The gender wage gap in Myanmar: Adding insult to injury?," Journal of Asian Economics, Elsevier, vol. 81(C).
    15. Boinet, Césarine & Norris, Jonathan & Romiti, Agnese & Shi, Zhan & Telemo, Paul, 2024. "Beliefs on Children's Human Capital Formation and Mothers at Work," IZA Discussion Papers 17574, Institute of Labor Economics (IZA).
    16. Michael Böhm & Daniel Metzger & Per Strömberg, 2022. "“Since You’re So Rich, You Must Be Really Smart”: Talent, Rent Sharing, and the Finance Wage Premium," ECONtribute Discussion Papers Series 147, University of Bonn and University of Cologne, Germany.
    17. Albrecht, James & Bronson, Mary Ann & Thoursie, Peter Skogman & Vroman, Susan, 2018. "The career dynamics of high-skilled women and men: Evidence from Sweden," European Economic Review, Elsevier, vol. 105(C), pages 83-102.
    18. d'Agostino, Giorgio & Patriarca, Fabrizio & Pieroni, Luca & Scarlato, Margherita, 2020. "The perverse effects of hiring credits as a place-based policy: Evidence from Southern Italy," MPRA Paper 102240, University Library of Munich, Germany.
    19. Bastani, Spencer & Karlsson, Kristina & Waldenström, Daniel, 2023. "The different returns to cognitive ability in the labor and capital markets," Working Paper Series 2023:8, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    20. Grissom, Jason A. & Timmer, Jennifer D. & Nelson, Jennifer L. & Blissett, Richard S.L., 2021. "Unequal pay for equal work? Unpacking the gender gap in principal compensation," Economics of Education Review, Elsevier, vol. 82(C).

    More about this item

    JEL classification:

    • J16 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Gender; Non-labor Discrimination
    • O12 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Microeconomic Analyses of Economic Development

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nbr:nberwo:34375. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/nberrus.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.