IDEAS home Printed from https://ideas.repec.org/p/iza/izadps/dp12859.html
   My bibliography  Save this paper

Selection into Employment and the Gender Wage Gap across the Distribution and over Time

Author

Listed:
  • Gallego Granados, Patricia

    (DIW Berlin)

  • Wrohlich, Katharina

    (DIW Berlin)

Abstract

Using quantile regression methods, this paper analyses the gender wage gap across the wage distribution and over time (1990-2014), while controlling for changing sample selection into full-time employment. Our findings show that the selection-corrected gender wage gap is much larger than the one observed in the data, which is mainly due to large positive selection of women into fulltime employment. However, we show that selection-corrected wages of male and female workers at the lower half of the distribution have moderately converged over time. The reason for this development have been changes in the composition of the male full-time employment force over time, which in spite of the rather constant male full-time employment rate, have given place to a small but rising selection bias in male observed wages. In the upper half of the wage distribution, however, neither the observed nor the selection-corrected gender wage gap has narrowed over time.

Suggested Citation

  • Gallego Granados, Patricia & Wrohlich, Katharina, 2019. "Selection into Employment and the Gender Wage Gap across the Distribution and over Time," IZA Discussion Papers 12859, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp12859
    as

    Download full text from publisher

    File URL: https://docs.iza.org/dp12859.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Richard Blundell & Monica Costa Dias & Costas Meghir & Jonathan Shaw, 2016. "Female Labor Supply, Human Capital, and Welfare Reform," Econometrica, Econometric Society, vol. 84, pages 1705-1753, September.
    2. David Card & Jörg Heining & Patrick Kline, 2013. "Workplace Heterogeneity and the Rise of West German Wage Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(3), pages 967-1015.
    3. Esfandiar Maasoumi & Le Wang, 2019. "The Gender Gap between Earnings Distributions," Journal of Political Economy, University of Chicago Press, vol. 127(5), pages 2438-2504.
    4. Claudia Goldin & Lawrence F. Katz & Ilyana Kuziemko, 2006. "The Homecoming of American College Women: The Reversal of the College Gender Gap," Journal of Economic Perspectives, American Economic Association, vol. 20(4), pages 133-156, Fall.
    5. Deborah J. Anderson & Melissa Binder & Kate Krause, 2002. "The Motherhood Wage Penalty: Which Mothers Pay It and Why?," American Economic Review, American Economic Association, vol. 92(2), pages 354-358, May.
    6. Richard Blundell & Amanda Gosling & Hidehiko Ichimura & Costas Meghir, 2007. "Changes in the Distribution of Male and Female Wages Accounting for Employment Composition Using Bounds," Econometrica, Econometric Society, vol. 75(2), pages 323-363, March.
    7. Claudia Olivetti & Barbara Petrongolo, 2008. "Unequal Pay or Unequal Employment? A Cross-Country Analysis of Gender Gaps," Journal of Labor Economics, University of Chicago Press, vol. 26(4), pages 621-654, October.
    8. Nikolay Angelov & Per Johansson & Erica Lindahl, 2016. "Parenthood and the Gender Gap in Pay," Journal of Labor Economics, University of Chicago Press, vol. 34(3), pages 545-579.
    9. Christofides, Louis N. & Polycarpou, Alexandros & Vrachimis, Konstantinos, 2013. "Gender wage gaps, ‘sticky floors’ and ‘glass ceilings’ in Europe," Labour Economics, Elsevier, vol. 21(C), pages 86-102.
    10. Francine D. Blau & Lawrence M. Kahn, 2003. "Understanding International Differences in the Gender Pay Gap," Journal of Labor Economics, University of Chicago Press, vol. 21(1), pages 106-144, January.
    11. Alison L. Booth & Marco Francesconi, 2003. "Union coverage and non-standard work in Britain," Oxford Economic Papers, Oxford University Press, vol. 55(3), pages 383-416, July.
    12. Henrik Kleven & Camille Landais & Jakob Egholt Søgaard, 2019. "Children and Gender Inequality: Evidence from Denmark," American Economic Journal: Applied Economics, American Economic Association, vol. 11(4), pages 181-209, October.
    13. Geyer, Johannes & Haan, Peter & Wrohlich, Katharina, 2015. "The effects of family policy on maternal labor supply: Combining evidence from a structural model and a quasi-experimental approach," Labour Economics, Elsevier, vol. 36(C), pages 84-98.
    14. Martin Biewen & Bernd Fitzenberger & Jakob de Lazzer, 2018. "The role of employment interruptions and part-time work for the rise in wage inequality," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 7(1), pages 1-34, December.
    15. Nabanita Datta Gupta & Ronald L. Oaxaca & Nina Smith, 2006. "Swimming Upstream, Floating Downstream: Comparing Women's Relative Wage Progress in the United States and Denmark," ILR Review, Cornell University, ILR School, vol. 59(2), pages 243-266, January.
    16. Sara Rica & Juan Dolado & Vanesa Llorens, 2008. "Ceilings or floors? Gender wage gaps by education in Spain," Journal of Population Economics, Springer;European Society for Population Economics, vol. 21(3), pages 751-776, July.
    17. David Card & Ana Rute Cardoso & Patrick Kline, 2016. "Bargaining, Sorting, and the Gender Wage Gap: Quantifying the Impact of Firms on the Relative Pay of Women," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(2), pages 633-686.
    18. Bernd Fitzenberger & Astrid Kunze, 2005. "Vocational Training and Gender: Wages and Occupational Mobility among Young Workers," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 21(3), pages 392-415, Autumn.
    19. Henrik Kleven & Camille Landais & Johanna Posch & Andreas Steinhauer & Josef Zweimüller, 2019. "Child Penalties across Countries: Evidence and Explanations," AEA Papers and Proceedings, American Economic Association, vol. 109, pages 122-126, May.
    20. Sonja C. Kassenboehmer & Mathias G. Sinning, 2014. "Distributional Changes in the Gender Wage Gap," ILR Review, Cornell University, ILR School, vol. 67(2), pages 335-361, April.
    21. Susan Athey & Guido W. Imbens, 2006. "Identification and Inference in Nonlinear Difference-in-Differences Models," Econometrica, Econometric Society, vol. 74(2), pages 431-497, March.
    22. Manuel Arellano & Stéphane Bonhomme, 2017. "Quantile Selection Models With an Application to Understanding Changes in Wage Inequality," Econometrica, Econometric Society, vol. 85, pages 1-28, January.
    23. Blau, Francine D & Kahn, Lawrence M, 1992. "The Gender Earnings Gap: Learning from International Comparisons," American Economic Review, American Economic Association, vol. 82(2), pages 533-538, May.
    24. Johannes Ludsteck, 2014. "The Impact of Segregation and Sorting on the Gender Wage Gap: Evidence from German Linked Longitudinal Employer-Employee Data," ILR Review, Cornell University, ILR School, vol. 67(2), pages 362-394, April.
    25. Derek Neal, 2004. "The Measured Black-White Wage Gap among Women Is Too Small," Journal of Political Economy, University of Chicago Press, vol. 112(S1), pages 1-28, February.
    26. Benjamin Bruns, 2019. "Changes in Workplace Heterogeneity and How They Widen the Gender Wage Gap," American Economic Journal: Applied Economics, American Economic Association, vol. 11(2), pages 74-113, April.
    27. Chinhui Juhn & Kristin McCue, 2017. "Specialization Then and Now: Marriage, Children, and the Gender Earnings Gap across Cohorts," Journal of Economic Perspectives, American Economic Association, vol. 31(1), pages 183-204, Winter.
    28. Christian Dustmann & Johannes Ludsteck & Uta Schönberg, 2009. "Revisiting the German Wage Structure," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(2), pages 843-881.
    29. Gary S. Becker & William H. J. Hubbard & Kevin M. Murphy, 2010. "Explaining the Worldwide Boom in Higher Education of Women," Journal of Human Capital, University of Chicago Press, vol. 4(3), pages 203-241.
    30. Wiji Arulampalam & Alison L. Booth & Mark L. Bryan, 2007. "Is There a Glass Ceiling over Europe? Exploring the Gender Pay Gap across the Wage Distribution," ILR Review, Cornell University, ILR School, vol. 60(2), pages 163-186, January.
    31. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    32. Juan J Dolado & Cecilia García-Peñalosa & Linas Tarasonis, 2020. "The changing nature of gender selection into employment over the great recession," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 35(104), pages 635-677.
    33. Marie Paul, 2016. "Is There a Causal Effect of Working Part-Time on Current and Future Wages?," Scandinavian Journal of Economics, Wiley Blackwell, vol. 118(3), pages 494-523, July.
    34. Victor Chernozhukov & Christian Hansen, 2005. "An IV Model of Quantile Treatment Effects," Econometrica, Econometric Society, vol. 73(1), pages 245-261, January.
    35. James Albrecht & Anders Bjorklund & Susan Vroman, 2003. "Is There a Glass Ceiling in Sweden?," Journal of Labor Economics, University of Chicago Press, vol. 21(1), pages 145-177, January.
    36. Erica L. Groshen, 1991. "The Structure of the Female/Male Wage Differential: Is It Who You Are, What You Do, or Where You Work?," Journal of Human Resources, University of Wisconsin Press, vol. 26(3), pages 457-472.
    37. Anja Heinze & Elke Wolf, 2010. "The intra-firm gender wage gap: a new view on wage differentials based on linked employer–employee data," Journal of Population Economics, Springer;European Society for Population Economics, vol. 23(3), pages 851-879, June.
    38. Gary S. Becker & William H. J. Hubbard & Kevin M. Murphy, 2010. "Explaining the Worldwide Boom in Higher Education of Women," Journal of Human Capital, University of Chicago Press, vol. 4(3), pages 203-241.
    39. Angel López-Nicolás & Jaume García & Pedro J. Hernández, 2001. "How wide is the gap? An investigation of gender wage differences using quantile regression," Empirical Economics, Springer, vol. 26(1), pages 149-167.
    40. Casey B. Mulligan & Yona Rubinstein, 2008. "Selection, Investment, and Women's Relative Wages Over Time," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 123(3), pages 1061-1110.
    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. Virginia Sondergeld & Katharina Wrohlich, 2023. "Women in Management and the Gender Pay Gap," Discussion Papers of DIW Berlin 2046, DIW Berlin, German Institute for Economic Research.
    2. Daniel Graeber & Alexander S. Kritikos & Johannes Seebauer, 2021. "COVID-19: a crisis of the female self-employed," Journal of Population Economics, Springer;European Society for Population Economics, vol. 34(4), pages 1141-1187, October.
    3. Bonaccolto-Töpfer, Marina & Castagnetti, Carolina & Rosti, Luisa, 2023. "Changes in the gender pay gap over time: the case of West Germany," Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 57, pages 1-11.

    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. 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.
    2. Patricia Gallego Granados, 2019. "The Part-Time Wage Gap across the Wage Distribution," Discussion Papers of DIW Berlin 1791, DIW Berlin, German Institute for Economic Research.
    3. Elass, Kenza, 2024. "Male and female selection effects on gender wage gaps in three countries," Labour Economics, Elsevier, vol. 87(C).
    4. Bonaccolto-Töpfer, Marina & Castagnetti, Carolina & Rosti, Luisa, 2023. "Changes in the gender pay gap over time: the case of West Germany," Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 57, pages 1-11.
    5. Strittmatter, Anthony & Wunsch, Conny, 2021. "The Gender Pay Gap Revisited with Big Data: Do Methodological Choices Matter?," Working papers 2021/05, Faculty of Business and Economics - University of Basel.
    6. Alessandra Casarico & Salvatore Lattanzio, 2024. "What Firms Do: Gender Inequality in Linked Employer-Employee Data," Journal of Labor Economics, University of Chicago Press, vol. 42(2), pages 325-355.
    7. Kaya Ezgi, 2021. "Gender wage gap across the distribution: What is the role of within- and between-firm effects?," IZA Journal of Development and Migration, Sciendo & Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 12(1), pages 1-49, January.
    8. Fortin, Nicole & Lemieux, Thomas & Firpo, Sergio, 2011. "Decomposition Methods in Economics," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 1, pages 1-102, Elsevier.
    9. Francine D. Blau & Lawrence M. Kahn & Nikolai Boboshko & Matthew Comey, 2024. "The Impact of Selection into the Labor Force on the Gender Wage Gap," Journal of Labor Economics, University of Chicago Press, vol. 42(4), pages 1093-1133.
    10. Christofides, Louis N. & Polycarpou, Alexandros & Vrachimis, Konstantinos, 2010. "The Gender Wage Gaps, 'Sticky Floors' and 'Glass Ceilings' of the European Union," IZA Discussion Papers 5044, Institute of Labor Economics (IZA).
    11. Hennig, Jan-Luca & Stadler, Balazs, 2021. "Firm-specific pay premiums and the gender wage gap in 21 European countries," VfS Annual Conference 2021 (Virtual Conference): Climate Economics 242354, Verein für Socialpolitik / German Economic Association.
    12. Kaya, Ezgi, 2019. "Gender wage gap across the quantiles:What is the role of firm segregation?," Cardiff Economics Working Papers E2019/7, Cardiff University, Cardiff Business School, Economics Section.
    13. Bonaccolto-Töpfer, Marina & Briel, Stephanie, 2022. "The gender pay gap revisited: Does machine learning offer new insights?," Labour Economics, Elsevier, vol. 78(C).
    14. Nicole M. Fortin, 2019. "Increasing earnings inequality and the gender pay gap in Canada: Prospects for convergence," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 52(2), pages 407-440, May.
    15. Christofides, Louis N. & Polycarpou, Alexandros & Vrachimis, Konstantinos, 2013. "Gender wage gaps, ‘sticky floors’ and ‘glass ceilings’ in Europe," Labour Economics, Elsevier, vol. 21(C), pages 86-102.
    16. BARGAIN Olivier & DOORLEY Karina & VAN KERM Philippe, 2016. "Minimum wages and the gender gap in pay. Evidence from the UK and Ireland," LISER Working Paper Series 2016-02, Luxembourg Institute of Socio-Economic Research (LISER).
    17. Joanna Tyrowicz & Lucas van der Velde, 2017. "When the opportunity knocks: large structural shocks and gender wage gaps," GRAPE Working Papers 2, GRAPE Group for Research in Applied Economics.
    18. Seneviratne, Prathi, 2020. "Gender wage inequality during Sri Lanka’s post-reform growth: A distributional analysis," World Development, Elsevier, vol. 129(C).
    19. Francine D. Blau & Lawrence M. Kahn, 2006. "The U.S. Gender Pay Gap in the 1990S: Slowing Convergence," ILR Review, Cornell University, ILR School, vol. 60(1), pages 45-66, October.
    20. Roman Bobilev & Anne Boschini & Jesper Roine, 2020. "Women in the Top of the Income Distribution: What Can We Learn From LIS-Data?," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 6(1), pages 63-107, March.

    More about this item

    Keywords

    gender wage gap; quantile regression; selection into employment;
    All these keywords.

    JEL classification:

    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure

    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:iza:izadps:dp12859. 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: Holger Hinte (email available below). General contact details of provider: https://edirc.repec.org/data/izaaade.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.