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Gender wage gap decomposition methods: Comparative analysis

Author

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  • Roshchin, Sergey

    (HSE University, Moscow, Russian Federation)

  • Yemelina, Natalya

    (HSE University, Moscow, Russian Federation)

Abstract

This study introduces a comparative analysis of the gender wage gap decomposition methods with the Russian Longitudinal Monitoring Survey (RLMS) data for 2018. To decompose the differences in average wages, approaches based on the Oaxaca–Blinder decomposition are used. Apart from the mean wages, the study focuses on other distribution statistics. Using the quantile regressions, the wage gap between men and women is decomposed for the distribution parameters such as median, lower and upper deciles. The decomposition estimates of conditional and unconditional (based on recentered influence functions) quantile regressions are compared.

Suggested Citation

  • Roshchin, Sergey & Yemelina, Natalya, 2021. "Gender wage gap decomposition methods: Comparative analysis," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 62, pages 5-31.
  • Handle: RePEc:ris:apltrx:0417
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    References listed on IDEAS

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    1. Victor Chernozhukov & Iván Fernández‐Val & Blaise Melly, 2013. "Inference on Counterfactual Distributions," Econometrica, Econometric Society, vol. 81(6), pages 2205-2268, November.
    2. DiNardo, John & Fortin, Nicole M & Lemieux, Thomas, 1996. "Labor Market Institutions and the Distribution of Wages, 1973-1992: A Semiparametric Approach," Econometrica, Econometric Society, vol. 64(5), pages 1001-1044, September.
    3. Rita Hansberry, 2004. "An Analysis of Gender Wage Differentials in Russia from 1996-2002," William Davidson Institute Working Papers Series 2004-720, William Davidson Institute at the University of Michigan.
    4. 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.
    5. 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.
    6. Brainerd, Elizabeth, 1998. "Winners and Losers in Russia's Economic Transition," American Economic Review, American Economic Association, vol. 88(5), pages 1094-1116, December.
    7. Elena Glinskaya & Thomas A. Mroz, 2000. "The gender gap in wages in Russia from 1992 to 1995," Journal of Population Economics, Springer;European Society for Population Economics, vol. 13(2), pages 353-386.
    8. 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.
    9. 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.
    10. Oglobin, C., 2005. "The Gender Earnings Differential in Russia After a Decade of Economic Transition," Applied Econometrics and International Development, Euro-American Association of Economic Development, vol. 5(3).
    11. Atencio,Andrea & Posadas,Josefina, 2015. "Gender gap in pay in the Russian Federation : twenty years later, still a concern," Policy Research Working Paper Series 7407, The World Bank.
    12. Christopher J. Gerry & Byung-Yeon Kim & Carmen A Li, 2004. "The gender wage gap and wage arrears in Russia: Evidence from the RLMS," Journal of Population Economics, Springer;European Society for Population Economics, vol. 17(2), pages 267-288, June.
    13. Reimers, Cordelia W, 1983. "Labor Market Discrimination against Hispanic and Black Men," The Review of Economics and Statistics, MIT Press, vol. 65(4), pages 570-579, November.
    14. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    15. David Neumark, 1988. "Employers' Discriminatory Behavior and the Estimation of Wage Discrimination," Journal of Human Resources, University of Wisconsin Press, vol. 23(3), pages 279-295.
    16. Hartmut Lehmann & Jonathan Wadsworth, 2001. "Wage Arrears and the Distribution of Earnings in Russia," William Davidson Institute Working Papers Series 421, William Davidson Institute at the University of Michigan.
    17. Barry Reilly, 1999. "The gender pay gap in Russia during the transition, 1992‐96," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 7(1), pages 245-264, March.
    18. 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.
    19. Jacob Mincer & Solomon Polachek, 1974. "Family Investments in Human Capital: Earnings of Women," NBER Chapters, in: Marriage, Family, Human Capital, and Fertility, pages 76-110, National Bureau of Economic Research, Inc.
    20. Newell, Andrew & Reilly, Barry, 1996. "The gender wage gap in Russia: Some empirical evidence," Labour Economics, Elsevier, vol. 3(3), pages 337-356, October.
    21. Antonczyk, Dirk & Fitzenberger, Bernd & Sommerfeld, Katrin, 2010. "Rising wage inequality, the decline of collective bargaining, and the gender wage gap," Labour Economics, Elsevier, vol. 17(5), pages 835-847, October.
    22. Thomas Lemieux, 2006. "Increasing Residual Wage Inequality: Composition Effects, Noisy Data, or Rising Demand for Skill?," American Economic Review, American Economic Association, vol. 96(3), pages 461-498, June.
    23. Stephen Deloach & Annie Hoffman, 2002. "Russia's second shift: Is housework hurting women's wages?," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 30(4), pages 422-432, December.
    24. Myeong-Su Yun, 2005. "A Simple Solution to the Identification Problem in Detailed Wage Decompositions," Economic Inquiry, Western Economic Association International, vol. 43(4), pages 766-772, October.
    25. Cotton, Jeremiah, 1988. "On the Decomposition of Wage Differentials," The Review of Economics and Statistics, MIT Press, vol. 70(2), pages 236-243, May.
    26. 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.
    27. Victoria Vernon, 2002. "Human Capital in Transitional Russia," Labor and Demography 0204003, University Library of Munich, Germany.
    28. 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.
    29. 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.
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    Cited by:

    1. Ksenia V. Rozhkova & Natalya Yemelina & Sergey Yu. Roshchin, 2021. "Can Non-Cognitive Skills Explain The Gender Wage Gap In Russia? An Unconditional Quantile Regression Approach," HSE Working papers WP BRP 252/EC/2021, National Research University Higher School of Economics.

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    More about this item

    Keywords

    labour market; gender wage gap; decomposition; quantile regression; RIF-regression; selection correction;
    All these keywords.

    JEL classification:

    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J71 - Labor and Demographic Economics - - Labor Discrimination - - - Hiring and Firing

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