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The Closing of the Gender Gap as a Roy Model Illusion

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  • Casey B. Mulligan
  • Yona Rubinstein

Abstract

Rising wage inequality within-gender since 1975 has created the illusion of rising wage equality between genders. In the 1970's, women were relatively equal (to each other) in terms of their earnings potential, so that nonwage factors may have dominated female labor supply decisions and nonworking women actually had more earnings potential than working women. By 1990, wages had become unequal enough that they dominated nonwage factors, so that nonworking women tended to be the ones with less earnings potential, and the wage gap between workers and nonworkers was large. Accounting for the growing selection bias using both parametric and semi-parametric versions of the Roy model, we show how the earning power of the median woman has not caught up to the earning power of a median man, even while the earning power of the median working woman has. As an illustration, we give some attention to wives with advanced degrees -- they have high and stable labor force participation rates -- and show how their measured wages have grown at about the same rate as those of men with advanced degrees.

Suggested Citation

  • Casey B. Mulligan & Yona Rubinstein, 2004. "The Closing of the Gender Gap as a Roy Model Illusion," NBER Working Papers 10892, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:10892
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    1. Juhn, Chinhui & Kim, Dae Il, 1999. "The Effects of Rising Female Labor Supply on Male Wages," Journal of Labor Economics, University of Chicago Press, vol. 17(1), pages 23-48, January.
    2. Katz, Lawrence F. & Autor, David H., 1999. "Changes in the wage structure and earnings inequality," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 26, pages 1463-1555, Elsevier.
    3. Heckman, James J & Honore, Bo E, 1990. "The Empirical Content of the Roy Model," Econometrica, Econometric Society, vol. 58(5), pages 1121-1149, September.
    4. Claudia Goldin & Lawrence F. Katz, 2002. "The Power of the Pill: Oral Contraceptives and Women's Career and Marriage Decisions," Journal of Political Economy, University of Chicago Press, vol. 110(4), pages 730-770, August.
    5. Gronau, Reuben, 1974. "Wage Comparisons-A Selectivity Bias," Journal of Political Economy, University of Chicago Press, vol. 82(6), pages 1119-1143, Nov.-Dec..
    6. Jeremy Greenwood & Ananth Seshadri & Mehmet Yorukoglu, 2005. "Engines of Liberation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(1), pages 109-133.
    7. Peter Gottschalk & Robert Moffitt, 1994. "The Growth of Earnings Instability in the U.S. Labor Market," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 25(2), pages 217-272.
    8. Moffitt, Robert A., 1999. "New developments in econometric methods for labor market analysis," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 24, pages 1367-1397, Elsevier.
    9. Chamberlain, Gary, 1986. "Asymptotic efficiency in semi-parametric models with censoring," Journal of Econometrics, Elsevier, vol. 32(2), pages 189-218, July.
    10. 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.
    11. 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.
    12. Mroz, Thomas A, 1987. "The Sensitivity of an Empirical Model of Married Women's Hours of Work to Economic and Statistical Assumptions," Econometrica, Econometric Society, vol. 55(4), pages 765-799, July.
    13. A. D. Roy, 1951. "Some Thoughts On The Distribution Of Earnings," Oxford Economic Papers, Oxford University Press, vol. 3(2), pages 135-146.
    14. 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.
    15. Topel, Robert H, 1994. "Regional Labor Markets and the Determinants of Wage Inequality," American Economic Review, American Economic Association, vol. 84(2), pages 17-22, May.
    16. Reuben Gronau, 1973. "Wage Comparisons -A Selectivity Bias," NBER Working Papers 0013, National Bureau of Economic Research, Inc.
    17. Jacob Mincer, 1962. "Labor Force Participation of Married Women: A Study of Labor Supply," NBER Chapters, in: Aspects of Labor Economics, pages 63-105, National Bureau of Economic Research, Inc.
    18. Mitali Das & Whitney K. Newey & Francis Vella, 2003. "Nonparametric Estimation of Sample Selection Models," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(1), pages 33-58.
    19. Heckman, James J, 1990. "Varieties of Selection Bias," American Economic Review, American Economic Association, vol. 80(2), pages 313-318, May.
    20. James Heckman & Jose Scheinkman, 1987. "The Importance of Bundling in a Gorman-Lancaster Model of Earnings," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 54(2), pages 243-255.
    21. Juhn, Chinhui & Murphy, Kevin M, 1997. "Wage Inequality and Family Labor Supply," Journal of Labor Economics, University of Chicago Press, vol. 15(1), pages 72-97, January.
    22. Ahn, Hyungtaik & Powell, James L., 1993. "Semiparametric estimation of censored selection models with a nonparametric selection mechanism," Journal of Econometrics, Elsevier, vol. 58(1-2), pages 3-29, July.
    23. Heckman, James J, 1974. "Shadow Prices, Market Wages, and Labor Supply," Econometrica, Econometric Society, vol. 42(4), pages 679-694, July.
    24. Newey, Whitney K., 1999. "Consistency of two-step sample selection estimators despite misspecification of distribution," Economics Letters, Elsevier, vol. 63(2), pages 129-132, May.
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    Cited by:

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    2. Borghans, Lex & Weel, Bas ter & Weinberg, Bruce A., 2005. "People People: Social Capital and the Labor-Market - Outcomes of Underrepresented Groups," Research Memorandum 002, Maastricht University, Maastricht Economic Research Institute on Innovation and Technology (MERIT).
    3. Lex Borghans & Bas Ter Weel & Bruce A. Weinberg, 2014. "People Skills and the Labor-Market Outcomes of Underrepresented Groups," ILR Review, Cornell University, ILR School, vol. 67(2), pages 287-334, April.
    4. 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.
    5. KAWAGUCHI Daiji & NAITO Hisahiro, 2006. "The Bound Estimate of the Gender Wage Convergence under Employment Compositional Change," ESRI Discussion paper series 161, Economic and Social Research Institute (ESRI).
    6. Chinhui Juhn & Simon Potter, 2006. "Changes in Labor Force Participation in the United States," Journal of Economic Perspectives, American Economic Association, vol. 20(3), pages 27-46, Summer.
    7. Patrick Bayer & Kerwin Kofi Charles, 2016. "Divergent Paths: Structural Change, Economic Rank, and the Evolution of Black-White Earnings Differences, 1940-2014," NBER Working Papers 22797, National Bureau of Economic Research, Inc.
    8. Beck, T.H.L. & Levine, R. & Levkov, A., 2007. "Big bad banks? The impact of U.S. branch deregulation on income distribution," Other publications TiSEM cf8777ab-e08d-4aa3-b47d-3, Tilburg University, School of Economics and Management.
    9. Catia Batista, 2008. "Why Doesn't Labor Flow from Poor to Rich Countries? Micro Evidence from the European Integration Experience," Economics Series Working Papers 402, University of Oxford, Department of Economics.
    10. Lex Borghans & Bas Ter Weel & Bruce A. Weinberg, 2014. "People Skills and the Labor-Market Outcomes of Underrepresented Groups," ILR Review, Cornell University, ILR School, vol. 67(2), pages 287-334, April.
    11. Martina Mysíková, 2012. "Gender Wage Gap in the Czech Republic and Central European Countries," Prague Economic Papers, Prague University of Economics and Business, vol. 2012(3), pages 328-346.
    12. Aitor Lacuesta & Mario Izquierdo, 2012. "The contribution of changes in employment composition and relative returns to the evolution of wage inequality: the case of Spain," Journal of Population Economics, Springer;European Society for Population Economics, vol. 25(2), pages 511-543, January.
    13. Casey B. Mulligan & Yona Rubinstein, 2005. "Selection, Investment, and Women's Relative Wages Since 1975," NBER Working Papers 11159, National Bureau of Economic Research, Inc.
    14. Marigee Bacolod & Bernardo S. Blum, 2005. "Two Sides of the Same Coin: U.S. "Residual" Inequality and the Gender Gap," Working Papers 050617, University of California-Irvine, Department of Economics.
    15. Marigee P. Bacolod & Bernardo S. Blum, 2010. "Two Sides of the Same Coin: U.S. "Residual" Inequality and the Gender Gap," Journal of Human Resources, University of Wisconsin Press, vol. 45(1).
    16. Mario Izquierdo & Aitor Lacuesta, 2006. "Wage inequality in Spain: recent developments," Working Papers 0615, Banco de España.
    17. Martha Claudia Rodríguez Villalobos & Erick Rangel González, 2015. "¿Tener obesidad es realmente una desventaja en el mercado laboral mexicano?," Ensayos Revista de Economia, Universidad Autonoma de Nuevo Leon, Facultad de Economia, vol. 0(2), pages 35-62, November.

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    More about this item

    JEL classification:

    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J16 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Gender; Non-labor Discrimination
    • C31 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models; Quantile Regressions; Social Interaction Models

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