IDEAS home Printed from https://ideas.repec.org/p/hal/wpaper/halshs-00965520.html
   My bibliography  Save this paper

The Gender Wage Gap and Sample Selection via Risk Attitudes

Author

Listed:
  • Seeun Jung

    (PSE - Paris-Jourdan Sciences Economiques - ENS-PSL - École normale supérieure - Paris - PSL - Université Paris sciences et lettres - INRA - Institut National de la Recherche Agronomique - EHESS - École des hautes études en sciences sociales - ENPC - École des Ponts ParisTech - CNRS - Centre National de la Recherche Scientifique, PSE - Paris School of Economics - UP1 - Université Paris 1 Panthéon-Sorbonne - ENS-PSL - École normale supérieure - Paris - PSL - Université Paris sciences et lettres - EHESS - École des hautes études en sciences sociales - ENPC - École des Ponts ParisTech - CNRS - Centre National de la Recherche Scientifique - INRAE - Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement)

Abstract

This paper investigates a new way to estimate the gender wage gap with the introduction of individual risk attitudes using representative Korean data. We estimate the wage gap with correction for the selection bias, which latter results in the overestimation of this wage gap. Female workers are more risk averse. They hence prefer working in the public sector, where wages are generally lower than in the private sector. It goes on to explain the reduced gender wage gap by developing an appropriate sample-selection model, with wage decompositions corrected for selectivity. Self-selection based on risk attitudes therefore explains, in part, what is popularly perceived as gender discrimination.

Suggested Citation

  • Seeun Jung, 2014. "The Gender Wage Gap and Sample Selection via Risk Attitudes," Working Papers halshs-00965520, HAL.
  • Handle: RePEc:hal:wpaper:halshs-00965520
    Note: View the original document on HAL open archive server: https://shs.hal.science/halshs-00965520v2
    as

    Download full text from publisher

    File URL: https://shs.hal.science/halshs-00965520v2/document
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Bertrand, Marianne, 2011. "New Perspectives on Gender," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 17, pages 1543-1590, Elsevier.
    2. Laszlo Goerke & Markus Pannenberg, 2012. "Risk Aversion and Trade‐Union Membership," Scandinavian Journal of Economics, Wiley Blackwell, vol. 114(2), pages 275-295, June.
    3. 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.
    4. Thomas Dohmen & Armin Falk & David Huffman & Uwe Sunde & Jürgen Schupp & Gert G. Wagner, 2005. "Individual Risk Attitudes: New Evidence from a Large, Representative, Experimentally-Validated Survey," Discussion Papers of DIW Berlin 511, DIW Berlin, German Institute for Economic Research.
    5. Dmytro Hryshko & María José Luengo‐Prado & Bent E. Sørensen, 2011. "Childhood determinants of risk aversion: The long shadow of compulsory education," Quantitative Economics, Econometric Society, vol. 2(1), pages 37-72, March.
    6. Simon Luechinger & Alois Stutzer & Rainer winkelmann, 2006. "The Happiness Gains From Sorting and Matching in the Labor Market," IEW - Working Papers 275, Institute for Empirical Research in Economics - University of Zurich.
    7. François Bourguignon & Martin Fournier & Marc Gurgand, 2007. "Selection Bias Corrections Based On The Multinomial Logit Model: Monte Carlo Comparisons," Journal of Economic Surveys, Wiley Blackwell, vol. 21(1), pages 174-205, February.
    8. Thomas Dohmen & Armin Falk, 2011. "Performance Pay and Multidimensional Sorting: Productivity, Preferences, and Gender," American Economic Review, American Economic Association, vol. 101(2), pages 556-590, April.
    9. Cornelissen, Thomas & Heywood, John S. & Jirjahn, Uwe, 2011. "Performance pay, risk attitudes and job satisfaction," Labour Economics, Elsevier, vol. 18(2), pages 229-239, April.
    10. Muriel Niederle & Lise Vesterlund, 2007. "Do Women Shy Away From Competition? Do Men Compete Too Much?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(3), pages 1067-1101.
    11. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1, March.
    12. Seeun Jung & Kenneth Houngbedji, 2014. "Shirking, Monitoring, and Risk Aversion," Working Papers halshs-00965532, HAL.
    13. 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.
    14. Bonin, Holger & Dohmen, Thomas & Falk, Armin & Huffman, David & Sunde, Uwe, 2007. "Cross-sectional earnings risk and occupational sorting: The role of risk attitudes," Labour Economics, Elsevier, vol. 14(6), pages 926-937, December.
    15. Grund, Christian & Sliwka, Dirk, 2006. "Performance Pay and Risk Aversion," IZA Discussion Papers 2012, Institute of Labor Economics (IZA).
    16. Pannenberg, Markus, 2007. "Risk Aversion and Reservation Wages," IZA Discussion Papers 2806, Institute of Labor Economics (IZA).
    17. Lee, Lung-Fei, 1983. "Generalized Econometric Models with Selectivity," Econometrica, Econometric Society, vol. 51(2), pages 507-512, March.
    18. Jacob A. Mincer, 1974. "Schooling and Earnings," NBER Chapters, in: Schooling, Experience, and Earnings, pages 41-63, National Bureau of Economic Research, Inc.
    19. A. D. Roy, 1951. "Some Thoughts On The Distribution Of Earnings," Oxford Economic Papers, Oxford University Press, vol. 3(2), pages 135-146.
    20. Rachel Croson & Uri Gneezy, 2009. "Gender Differences in Preferences," Journal of Economic Literature, American Economic Association, vol. 47(2), pages 448-474, June.
    21. Moore, Michael J, 1995. "Unions, Employment Risks, and Market Provision of Employment Risk Differentials," Journal of Risk and Uncertainty, Springer, vol. 10(1), pages 57-70, January.
    22. 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.
    23. Sutter, Matthias & Glätzle-Rützler, Daniela, 2010. "Gender Differences in Competition Emerge Early in Life," IZA Discussion Papers 5015, Institute of Labor Economics (IZA).
    24. Dubin, Jeffrey A & McFadden, Daniel L, 1984. "An Econometric Analysis of Residential Electric Appliance Holdings and Consumption," Econometrica, Econometric Society, vol. 52(2), pages 345-362, March.
    25. Joni Hersch & W. Kip Viscusi, 1990. "Cigarette Smoking, Seatbelt Use, and Differences in Wage-Risk Tradeoffs," Journal of Human Resources, University of Wisconsin Press, vol. 25(2), pages 202-227.
    26. Christian Pfeifer, 2011. "Risk Aversion and Sorting into Public Sector Employment," German Economic Review, Verein für Socialpolitik, vol. 12(1), pages 85-99, February.
    27. Nicole M. Fortin, 2008. "The Gender Wage Gap among Young Adults in the United States: The Importance of Money versus People," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    28. Ekelund, Jesper & Johansson, Edvard & Jarvelin, Marjo-Riitta & Lichtermann, Dirk, 2005. "Self-employment and risk aversion--evidence from psychological test data," Labour Economics, Elsevier, vol. 12(5), pages 649-659, October.
    29. Uri Gneezy & Muriel Niederle & Aldo Rustichini, 2003. "Performance in Competitive Environments: Gender Differences," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(3), pages 1049-1074.
    30. Michael Lokshin & Zurab Sajaia, 2006. "MOVESTAY: Stata module for maximum likelihood estimation of endogenous regression switching models," Statistical Software Components S456710, Boston College Department of Economics, revised 22 Apr 2008.
    31. Joop Hartog & Erik Plug & Luis Diaz Serrano & Jose Vieira, 2003. "Risk compensation in wages – a replication," Empirical Economics, Springer, vol. 28(3), pages 639-647, July.
    32. Phelps, Edmund S, 1972. "The Statistical Theory of Racism and Sexism," American Economic Review, American Economic Association, vol. 62(4), pages 659-661, September.
    33. Shoshana Neuman & Ronald Oaxaca, 2004. "Wage Decompositions with Selectivity-Corrected Wage Equations: A Methodological Note," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 2(1), pages 3-10, April.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Paul Redmond & Seamus Mcguinness, 2019. "The Gender Wage Gap in Europe: Job Preferences, Gender Convergence and Distributional Effects," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 81(3), pages 564-587, June.
    2. Edin, Per-Anders & Selin, Håkan, 2022. "Financial Risk-Taking and the Gender Wage Gap," Labour Economics, Elsevier, vol. 75(C).
    3. repec:dau:papers:123456789/15003 is not listed on IDEAS
    4. Thomas Meissner & Xavier Gassmann & Corinne Faure & Joachim Schleich, 2023. "Individual characteristics associated with risk and time preferences: A multi country representative survey," Journal of Risk and Uncertainty, Springer, vol. 66(1), pages 77-107, February.
    5. Jung, SeEun & Choe, Chung & Oaxaca, Ronald L., 2018. "Gender wage gaps and risky vs. secure employment: An experimental analysis," Labour Economics, Elsevier, vol. 52(C), pages 112-121.
    6. Isabelle Bensidoun & Danièle Trancart, 2015. "The Gender Wage Gap in France: the Role of Non-Cognitive Characteristics," Working Papers DT/2015/08, DIAL (Développement, Institutions et Mondialisation).
    7. Choe, Chung & Jung, SeEun & Oaxaca, Ronald L., 2022. "What's the Risk from Competing? Competition Aversion and the Gender Wage Gap," IZA Discussion Papers 15048, Institute of Labor Economics (IZA).

    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. Jung, SeEun & Choe, Chung & Oaxaca, Ronald L., 2018. "Gender wage gaps and risky vs. secure employment: An experimental analysis," Labour Economics, Elsevier, vol. 52(C), pages 112-121.
    2. Seeun JUNG, 2014. "Risk Attitudes and Shirking on the Quality of Work under Monitoring: Evidence from a Real-Effort Task Experiment," THEMA Working Papers 2014-26, THEMA (THéorie Economique, Modélisation et Applications), Université de Cergy-Pontoise.
    3. Seeun Jung & Kenneth Houngbedji, 2014. "Shirking, Monitoring, and Risk Aversion," Working Papers halshs-00965532, HAL.
    4. Azmat, Ghazala & Petrongolo, Barbara, 2014. "Gender and the labor market: What have we learned from field and lab experiments?," Labour Economics, Elsevier, vol. 30(C), pages 32-40.
    5. Necker, Sarah & Voskort, Andrea, 2014. "Intergenerational transmission of risk attitudes – A revealed preference approach," European Economic Review, Elsevier, vol. 65(C), pages 66-89.
    6. Pfeifer, Christian, 2008. "A Note on Risk Aversion and Labour Market Outcomes: Further Evidence from German Survey Data," IZA Discussion Papers 3523, Institute of Labor Economics (IZA).
    7. Bonin, Holger & Dohmen, Thomas & Falk, Armin & Huffman, David & Sunde, Uwe, 2007. "Cross-sectional earnings risk and occupational sorting: The role of risk attitudes," Labour Economics, Elsevier, vol. 14(6), pages 926-937, December.
    8. Ben Yahmed, Sarra, 2016. "Formal but less equal: Gender wage gaps in formal and informal jobs in Brazil," ZEW Discussion Papers 16-085, ZEW - Leibniz Centre for European Economic Research.
    9. Lin Xiu & Morley Gunderson, 2015. "Occupational segregation and the gender earnings gap in China: devils in the details," International Journal of Manpower, Emerald Group Publishing Limited, vol. 36(5), pages 711-732, August.
    10. Grund, Christian, 2015. "Gender pay gaps among highly educated professionals — Compensation components do matter," Labour Economics, Elsevier, vol. 34(C), pages 118-126.
    11. Andrea Leuermann & Sarah Necker, 2011. "Intergenerational Transmission of Risk Attitudes: A Revealed Preference Approach," SOEPpapers on Multidisciplinary Panel Data Research 412, DIW Berlin, The German Socio-Economic Panel (SOEP).
    12. Ilse Lindenlaub & Anja Prummer, 2014. "Gender, Social Networks And Performance," Cambridge Working Papers in Economics 1461, Faculty of Economics, University of Cambridge.
    13. Yi CHEN & Sylvie DEMURGER & Martin FOURNIER, 2004. "Différentiels salariaux, segmentation et discrimination à l’égard des femmes sur le marché du travail chinois," Working Papers 200426, CERDI.
    14. Christophe Nordman & François Roubaud, 2005. "Reassessing the Gender Wage Gap: Does Labour Force Attachment Really Matter? Evidence from Matched Labour Force and Biographical Surveys in Madagascar," Working Papers 16, ECINEQ, Society for the Study of Economic Inequality.
    15. Matti Keloharju & Samuli Knüpfer & Joacim Tåg, 2022. "What prevents women from reaching the top?," Financial Management, Financial Management Association International, vol. 51(3), pages 711-738, September.
    16. Anne Busch & Elke Holst, 2009. "Glass Ceiling Effect and Earnings: The Gender Pay Gap in Managerial Positions in Germany," Discussion Papers of DIW Berlin 905, DIW Berlin, German Institute for Economic Research.
    17. Elke Holst & Anne Busch, 2009. "Der "Gender Pay Gap" in Führungspositionen der Privatwirtschaft in Deutschland," SOEPpapers on Multidisciplinary Panel Data Research 169, DIW Berlin, The German Socio-Economic Panel (SOEP).
    18. 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).
    19. Inés P. Murillo & Hipólito Simón, 2014. "La Gran Recesión y el diferencial salarial por género en España," Hacienda Pública Española / Review of Public Economics, IEF, vol. 208(1), pages 39-76, March.
    20. repec:dau:papers:123456789/15003 is not listed on IDEAS
    21. Ilse Lindenlaub & Anja Prummer, 2014. "Gender, Social Networks And Performance," Cambridge Working Papers in Economics 1461, Faculty of Economics, University of Cambridge.

    More about this item

    Keywords

    Occupational Choice; Gender Wage Gap; Risk Preference; Selection Bias;
    All these keywords.

    JEL classification:

    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • D81 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Criteria for Decision-Making under Risk and Uncertainty
    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection

    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:hal:wpaper:halshs-00965520. 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: CCSD (email available below). General contact details of provider: https://hal.archives-ouvertes.fr/ .

    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.