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Beyond the mean gender wage gap: Decomposition of differences in wage distributions using quantile regression

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  • Heinze, Anja

Abstract

Using linked employer-employee data, this study measures and decomposes the differences in the earnings distribution between male and female employees in Germany. I extend the traditional decomposition to disentangle the effect of human capital characteristics and the effect of firm characteristics in explaining the gender wage gap. Furthermore, I implement the decomposition across the whole wage distribution with the method proposed by Machado and Mata (2005). Thereby, I take into account the dependence between the human capital endowment of individuals and workplace characteristics. The selection of women into less successful and productive firms explains a sizeable part of the gap. This selection is more pronounced in the lower part of the wage distribution than in the upper tail. In addition, women also benefit from the success of firms by rent-sharing to a lesser extent than their male colleagues. This is the source of the largest part of the pay gap. Gender differences in human capital endowment as well as differences in returns to human capital are less responsible for the wage differential.

Suggested Citation

  • Heinze, Anja, 2010. "Beyond the mean gender wage gap: Decomposition of differences in wage distributions using quantile regression," ZEW Discussion Papers 10-043, ZEW - Leibniz Centre for European Economic Research.
  • Handle: RePEc:zbw:zewdip:10043
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    1. Addison, John T. & Teixeira, Paulino & Zwick, Thomas, 2006. "Works Councils and the Anatomy of Wages," IZA Discussion Papers 2474, Institute of Labor Economics (IZA).
    2. Fitzenberger, Bernd & Kohn, Karsten, 2006. "Gleicher Lohn für gleiche Arbeit? Zum Zusammenhang zwischen Gewerkschaftsmitgliedschaft und Lohnstruktur in Westdeutschland 1985?1997," ZEW Discussion Papers 06-006, ZEW - Leibniz Centre for European Economic Research.
    3. Bernard, Andrew B. & Bradford Jensen, J., 1999. "Exceptional exporter performance: cause, effect, or both?," Journal of International Economics, Elsevier, vol. 47(1), pages 1-25, February.
    4. Bernd Fitzenberger & Karsten Kohn & Alexander C. Lembcke, 2013. "Union Density and Varieties of Coverage: The Anatomy of Union Wage Effects in Germany," ILR Review, Cornell University, ILR School, vol. 66(1), pages 169-197, January.
    5. Thorsten Schank & Claus Schnabel & Joachim Wagner, 2016. "Higher Wages in Exporting Firms: Self-selection, Export Effect, or Both? First Evidence from Linked Employer–Employee Data," World Scientific Book Chapters, in: Microeconometrics of International Trade, chapter 6, pages 215-241, World Scientific Publishing Co. Pte. Ltd..
    6. Jacques Silber & Michal Weber, 1999. "Labour market discrimination: are there significant differences between the various decomposition procedures?," Applied Economics, Taylor & Francis Journals, vol. 31(3), pages 359-365.
    7. Andrew Bernard & Joachim Wagner, 1997. "Exports and success in German manufacturing," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 133(1), pages 134-157, March.
    8. repec:zbw:sfb649:sfb649dp2008-04 is not listed on IDEAS
    9. repec:iab:iabfme:200502(en is not listed on IDEAS
    10. Michael Kremer, 1993. "The O-Ring Theory of Economic Development," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 551-575.
    11. Richard B. Freeman & Edward P. Lazear, 1995. "An Economic Analysis of Works Councils," NBER Chapters, in: Works Councils: Consultation, Representation, and Cooperation in Industrial Relations, pages 27-52, National Bureau of Economic Research, Inc.
    12. Jacob A. Mincer, 1974. "Introduction to "Schooling, Experience, and Earnings"," NBER Chapters, in: Schooling, Experience, and Earnings, pages 1-4, National Bureau of Economic Research, Inc.
    13. 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.
    14. Moshe Buchinsky, 1998. "Recent Advances in Quantile Regression Models: A Practical Guideline for Empirical Research," Journal of Human Resources, University of Wisconsin Press, vol. 33(1), pages 88-126.
    15. Javier Gardeazabal & Arantza Ugidos, 2005. "Gender wage discrimination at quantiles," Journal of Population Economics, Springer;European Society for Population Economics, vol. 18(1), pages 165-179, July.
    16. 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.
    17. John T. Addison & Paulino Teixeira & Thomas Zwick, 2010. "German Works Councils and the Anatomy of Wages," ILR Review, Cornell University, ILR School, vol. 63(2), pages 247-270, January.
    18. 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.
    19. Stephen G. Donald & David A. Green & Harry J. Paarsch, 2000. "Differences in Wage Distributions Between Canada and the United States: An Application of a Flexible Estimator of Distribution Functions in the Presence of Covariates," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 67(4), pages 609-633.
    20. 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.
    21. O. Ashenfelter & D. Card (ed.), 1999. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 3, number 3.
    22. John T. Addison & Claus Schnabel (ed.), 2003. "International Handbook of Trade Unions," Books, Edward Elgar Publishing, number 2705.
    23. Schmidt, Christoph M & Zimmermann, Klaus F, 1991. "Work Characteristics, Firm Size and Wages," The Review of Economics and Statistics, MIT Press, vol. 73(4), pages 705-710, November.
    24. Marie Drolet, 2002. "Can the Workplace Explain Canadian Gender Pay Differentials?," Canadian Public Policy, University of Toronto Press, vol. 28(s1), pages 41-63, May.
    25. John A. Abowd & Thomas Lemieux, 1993. "The Effects of Product Market Competition on Collective Bargaining Agreements: The Case of Foreign Competition in Canada," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(4), pages 983-1014.
    26. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1.
    27. Powell, James L., 1984. "Least absolute deviations estimation for the censored regression model," Journal of Econometrics, Elsevier, vol. 25(3), pages 303-325, July.
    28. Nicole M. Fortin & Thomas Lemieux, 1998. "Rank Regressions, Wage Distributions, and the Gender Gap," Journal of Human Resources, University of Wisconsin Press, vol. 33(3), pages 610-643.
    29. Kevin Reilly & Tony Wirjanto, 1999. "Does More Mean Less? The Male/Female Wage Gap and the Proportion of Females at the Establishment Level," Canadian Journal of Economics, Canadian Economics Association, vol. 32(4), pages 906-929, August.
    30. Olaf Hübler & Uwe Jirjahn, 2003. "Works Councils and Collective Bargaining in Germany: The Impact on Productivity and Wages," Scottish Journal of Political Economy, Scottish Economic Society, vol. 50(4), pages 471-491, September.
    31. 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.
    32. José Mata & José A. F. Machado, 2005. "Counterfactual decomposition of changes in wage distributions using quantile regression," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(4), pages 445-465.
    33. Nabanita Datta Gupta & Donna S. Rothstein, 2005. "The Impact of Worker and Establishment‐level Characteristics on Male–Female Wage Differentials: Evidence from Danish Matched Employee–Employer Data," LABOUR, CEIS, vol. 19(1), pages 1-34, March.
    34. Elaine Sorensen, 1990. "The Crowding Hypothesis and Comparable Worth," Journal of Human Resources, University of Wisconsin Press, vol. 25(1), pages 55-89.
    35. Gartner, Hermann, 2005. "The imputation of wages above the contribution limit with the German IAB employment sample," FDZ Methodenreport 200502_en, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    36. repec:rim:rimwps:13-07 is not listed on IDEAS
    37. 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.
    38. Kimberly Bayard & Judith Hellerstein & David Neumark & Kenneth Troske, 2003. "New Evidence on Sex Segregation and Sex Differences in Wages from Matched Employee-Employer Data," Journal of Labor Economics, University of Chicago Press, vol. 21(4), pages 887-922, October.
    39. Dorothe Bonjour & Michael Gerfin, 2001. "The unequal distribution of unequal pay - An empirical analysis of the gender wage gap in Switzerland," Empirical Economics, Springer, vol. 26(2), pages 407-427.
    40. Kohn, Karsten, 2006. "Rising Wage Dispersion, After All! The German Wage Structure at the Turn of the Century," IZA Discussion Papers 2098, Institute of Labor Economics (IZA).
    41. A. R. Cardoso, 2000. "Wage differentials across firms: an application of multilevel modelling," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(4), pages 343-354.
    42. repec:zbw:sfb649:sfb649dp2008-41 is not listed on IDEAS
    43. Marc J. Melitz, 2003. "The Impact of Trade on Intra-Industry Reallocations and Aggregate Industry Productivity," Econometrica, Econometric Society, vol. 71(6), pages 1695-1725, November.
    44. Bender, Stefan & Haas, Anette & Klose, Christoph, 2000. "IAB Employment Subsample 1975-1995 Opportunities for Analysis Provided by the Anonymised Subsample," IZA Discussion Papers 117, Institute of Labor Economics (IZA).
    45. Buchinsky, Moshe, 1994. "Changes in the U.S. Wage Structure 1963-1987: Application of Quantile Regression," Econometrica, Econometric Society, vol. 62(2), pages 405-458, March.
    46. Powell, James L., 1986. "Censored regression quantiles," Journal of Econometrics, Elsevier, vol. 32(1), pages 143-155, June.
    47. 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.
    48. James Albrecht & Aico van Vuuren & Susan Vroman, 2004. "Decomposing the Gender Wage Gap in the Netherlands with Sample Selection Adjustments," Tinbergen Institute Discussion Papers 04-123/3, Tinbergen Institute.
    49. 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.
    50. Juhn, Chinhui & Murphy, Kevin M & Pierce, Brooks, 1993. "Wage Inequality and the Rise in Returns to Skill," Journal of Political Economy, University of Chicago Press, vol. 101(3), pages 410-442, June.
    51. David G. Blanchflower & Andrew J. Oswald & Peter Sanfey, 1996. "Wages, Profits, and Rent-Sharing," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(1), pages 227-251.
    52. Koenker, Roger & Park, Beum J., 1996. "An interior point algorithm for nonlinear quantile regression," Journal of Econometrics, Elsevier, vol. 71(1-2), pages 265-283.
    53. Marie Drolet, 2002. "Can the workplace explain Canadian gender pay differentials?," New Zealand Economic Papers, Taylor & Francis Journals, vol. 36(1), pages 75-77.
    54. 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.
    55. Blaise Melly, 2005. "Public-private sector wage differentials in Germany: Evidence from quantile regression," Empirical Economics, Springer, vol. 30(2), pages 505-520, September.
    56. Erica L. Groshen, 1991. "Sources of Intra-Industry Wage Dispersion: How Much Do Employers Matter?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(3), pages 869-884.
    57. Gesine Stephan & Knut Gerlach, 2005. "Wage settlements and wage setting: results from a multi-level model," Applied Economics, Taylor & Francis Journals, vol. 37(20), pages 2297-2306.
    58. Heinze, Anja & Beninger, Denis & Beblo, Miriam & Laisney, François, 2003. "Measuring Selectivity-Corrected Gender Wage Gaps in the EU," ZEW Discussion Papers 03-74, ZEW - Leibniz Centre for European Economic Research.
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    Cited by:

    1. Thomas Grandner & Dieter Gstach, 2012. "Decomposing wage discrimination in Germany and Austria with counterfactual densities," Department of Economics Working Papers wuwp145, Vienna University of Economics and Business, Department of Economics.
    2. Matt L. Huffman & Joe King & Malte Reichelt, 2017. "Equality for Whom? Organizational Policies and the Gender Gap across the German Earnings Distribution," ILR Review, Cornell University, ILR School, vol. 70(1), pages 16-41, January.
    3. Abdallah Dah & Ali Fakih, 2016. "Decomposing Gender Wage Differentials Using Quantile Regression: Evidence from the Lebanese Banking Sector," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 22(2), pages 171-185, May.
    4. Grandner, Thomas & Gstach, Dieter, 2012. "Decomposing wage discrimination in Germany and Austria with counterfactual densities," Department of Economics Working Paper Series 145, WU Vienna University of Economics and Business.
    5. Ekaterina Selezneva & Philippe Van Kerm, 2013. "Inequality-Adjusted Gender Wage Differentials in Germany," SOEPpapers on Multidisciplinary Panel Data Research 579, DIW Berlin, The German Socio-Economic Panel (SOEP).
    6. Ekaterina Selezneva & Philippe Van Kerm, 2016. "A distribution-sensitive examination of the gender wage gap in Germany," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 14(1), pages 21-40, March.
    7. Thomas Grandner & Dieter Gstach, 2015. "Decomposing wage discrimination in Germany and Austria with counterfactual densities," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 42(1), pages 49-76, February.
    8. Antonczyk Dirk & Fitzenberger Bernd & Leuschner Ute, 2009. "Can a Task-Based Approach Explain the Recent Changes in the German Wage Structure?," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 229(2-3), pages 214-238, April.
    9. Rinku, 2023. "Wage determinants of creative industry workers: A quantile regression analysis of traditional Indian embroidery (chikankari) industry workers of Lucknow," Regional Science Policy & Practice, Wiley Blackwell, vol. 15(5), pages 1008-1018, June.

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    More about this item

    Keywords

    gender wage gap; decomposition; quantile regression;
    All these keywords.

    JEL classification:

    • 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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