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Heterogeneity and wage inequalities over the life cycle

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  • Magnac, Thierry
  • Roux, Sébastien

Abstract

Using data on French male wage workers observed over 30 years, we estimate by random and fixed effect methods a wage equation with pervasive heterogeneity. Individual wage profiles are derived from a human capital investment model and described by a level, a slope and a curvature. Among others, our empirical application delivers original results on issues like the Mincer dip, and the time-varying correlations between wage growth and levels, or between initial wages and growth. Static and long-run inequality indices can easily be compared and decomposed into their multidimensional components.

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  • Magnac, Thierry & Roux, Sébastien, 2021. "Heterogeneity and wage inequalities over the life cycle," European Economic Review, Elsevier, vol. 134(C).
  • Handle: RePEc:eee:eecrev:v:134:y:2021:i:c:s0014292121000684
    DOI: 10.1016/j.euroecorev.2021.103715
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    1. Thomas Piketty, 2013. "Le capital au XXIe siècle," Post-Print halshs-00979232, HAL.
    2. Ken Burdett & Carlos Carrillo-Tudela & Melvyn Coles, 2016. "Wage Inequality: A Structural Decomposition," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 19, pages 20-37, January.
    3. Jeremy Lise & Fabien Postel-Vinay, 2020. "Multidimensional Skills, Sorting, and Human Capital Accumulation," American Economic Review, American Economic Association, vol. 110(8), pages 2328-2376, August.
    4. Stéphane Bonhomme & Jean-Marc Robin, 2009. "Assessing the Equalizing Force of Mobility Using Short Panels: France, 1990-2000," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 76(1), pages 63-92.
    5. Bowlus, Audra J. & Liu, Huju, 2013. "The contributions of search and human capital to earnings growth over the life cycle," European Economic Review, Elsevier, vol. 64(C), pages 305-331.
    6. Alvarez, Javier & Arellano, Manuel, 2022. "Robust likelihood estimation of dynamic panel data models," Journal of Econometrics, Elsevier, vol. 226(1), pages 21-61.
    7. James Heckman & Lance Lochner & Ricardo Cossa, 2002. "Learning-By-Doing Vs. On-the-Job Training: Using Variation Induced by the EITC to Distinguish Between Models of Skill Formation," NBER Working Papers 9083, National Bureau of Economic Research, Inc.
    8. Fatih Guvenen, 2009. "An Empirical Investigation of Labor Income Processes," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 12(1), pages 58-79, January.
    9. repec:hal:spmain:info:hdl:2441/eu4vqp9ompqllr09j008g6g0g is not listed on IDEAS
    10. Bozio, Antoine & Breda, Thomas & Guillot, Malka, 2020. "The Contribution of Payroll Taxation to Wage Inequality in France," IZA Discussion Papers 13317, Institute of Labor Economics (IZA).
    11. David Lagakos & Benjamin Moll & Tommaso Porzio & Nancy Qian & Todd Schoellman, 2018. "Life Cycle Wage Growth across Countries," Journal of Political Economy, University of Chicago Press, vol. 126(2), pages 797-849.
    12. Jesper Bagger & Fran?ois Fontaine & Fabien Postel-Vinay & Jean-Marc Robin, 2014. "Tenure, Experience, Human Capital, and Wages: A Tractable Equilibrium Search Model of Wage Dynamics," American Economic Review, American Economic Association, vol. 104(6), pages 1551-1596, June.
    13. Fabien Postel-Vinay & Hélène Turon, 2010. "On-The-Job Search, Productivity Shocks, And The Individual Earnings Process," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 51(3), pages 599-629, August.
    14. Flavio Cunha & James Heckman & Salvador Navarro, 2005. "Separating uncertainty from heterogeneity in life cycle earnings," Oxford Economic Papers, Oxford University Press, vol. 57(2), pages 191-261, April.
    15. Jae Song & David J Price & Fatih Guvenen & Nicholas Bloom & Till von Wachter, 2019. "Firming Up Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(1), pages 1-50.
    16. Pierre-André Chiappori & Monica Costa Dias & Costas Meghir, 2018. "The Marriage Market, Labor Supply, and Education Choice," Journal of Political Economy, University of Chicago Press, vol. 126(S1), pages 26-72.
    17. Jochmans, Koen & Weidner, Martin, 2024. "Inference On A Distribution From Noisy Draws," Econometric Theory, Cambridge University Press, vol. 40(1), pages 60-97, February.
    18. James J. Heckman & John Eric Humphries & Gregory Veramendi, 2018. "Returns to Education: The Causal Effects of Education on Earnings, Health, and Smoking," Journal of Political Economy, University of Chicago Press, vol. 126(S1), pages 197-246.
    19. 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.
    20. L. Hospido, 2012. "Modelling heterogeneity and dynamics in the volatility of individual wages," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 27(3), pages 386-414, April.
    21. John M. Abowd & Francis Kramarz & David N. Margolis, 1999. "High Wage Workers and High Wage Firms," Econometrica, Econometric Society, vol. 67(2), pages 251-334, March.
    22. Magnac, Thierry & Roux, Sébastien, 2021. "Heterogeneity and wage inequalities over the life cycle," European Economic Review, Elsevier, vol. 134(C).
    23. Mark Huggett & Gustavo Ventura & Amir Yaron, 2011. "Sources of Lifetime Inequality," American Economic Review, American Economic Association, vol. 101(7), pages 2923-2954, December.
    24. Verdugo, Gregory, 2014. "The great compression of the French wage structure, 1969–2008," Labour Economics, Elsevier, vol. 28(C), pages 131-144.
    25. Christopher Taber & Rune Vejlin, 2020. "Estimation of a Roy/Search/Compensating Differential Model of the Labor Market," Econometrica, Econometric Society, vol. 88(3), pages 1031-1069, May.
    26. Richard Blundell, 2014. "Income Dynamics and Life‐cycle Inequality: Mechanisms and Controversies," Economic Journal, Royal Economic Society, vol. 0(576), pages 289-318, May.
    27. Pauline Charnoz & Elise Coudin & Mathilde Gaini, 2014. "Forty Years of Decreasing Wage Inequality in France : The Role of Supply and Hidden Skill-Biased Technical Change," Working Papers 2014-20, Center for Research in Economics and Statistics.
    28. Lillard, Lee A & Weiss, Yoram, 1979. "Components of Variation in Panel Earnings Data: American Scientists, 1960-70," Econometrica, Econometric Society, vol. 47(2), pages 437-454, March.
    29. Manuel Arellano & Stéphane Bonhomme, 2012. "Identifying Distributional Characteristics in Random Coefficients Panel Data Models," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(3), pages 987-1020.
    30. Browning, Martin & Hansen, Lars Peter & Heckman, James J., 1999. "Micro data and general equilibrium models," Handbook of Macroeconomics, in: J. B. Taylor & M. Woodford (ed.), Handbook of Macroeconomics, edition 1, volume 1, chapter 8, pages 543-633, Elsevier.
    31. Audra J. Bowlus & Chris Robinson, 2012. "Human Capital Prices, Productivity, and Growth," American Economic Review, American Economic Association, vol. 102(7), pages 3483-3515, December.
    32. Solomon W. Polachek & Tirthatanmoy Das & Rewat Thamma-Apiroam, 2015. "Micro- and Macroeconomic Implications of Heterogeneity in the Production of Human Capital," Journal of Political Economy, University of Chicago Press, vol. 123(6), pages 1410-1455.
    33. Anthony B. Atkinson & Salvatore Morelli, 2014. "Chartbook of economic inequality," Working Papers 324, ECINEQ, Society for the Study of Economic Inequality.
    34. Haider, Steven J, 2001. "Earnings Instability and Earnings Inequality of Males in the United States: 1967-1991," Journal of Labor Economics, University of Chicago Press, vol. 19(4), pages 799-836, October.
    35. Meghir, Costas & Pistaferri, Luigi, 2011. "Earnings, Consumption and Life Cycle Choices," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 9, pages 773-854, Elsevier.
    36. Mette Ejrnæs & Martin Browning, 2014. "The persistent–transitory representation for earnings processes," Quantitative Economics, Econometric Society, vol. 5(3), pages 555-581, November.
    37. Carl Sanders & Christopher Taber, 2012. "Life-Cycle Wage Growth and Heterogeneous Human Capital," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 399-425, July.
    38. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1.
    39. Lance Lochner & Youngki Shin, 2014. "Understanding Earnings Dynamics: Identifying and Estimating the Changing Roles of Unobserved Ability, Permanent and Transitory Shocks," NBER Working Papers 20068, National Bureau of Economic Research, Inc.
    40. Iván Fernández-Val & Martin Weidner, 2018. "Fixed Effects Estimation of Large-TPanel Data Models," Annual Review of Economics, Annual Reviews, vol. 10(1), pages 109-138, August.
    41. Florian Hoffmann, 2019. "HIP, RIP, and the robustness of empirical earnings processes," Quantitative Economics, Econometric Society, vol. 10(3), pages 1279-1315, July.
    42. Tricia Gladden & Christopher Taber, 2009. "The relationship between wage growth and wage levels," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(6), pages 914-932.
    43. Fatih Guvenen, 2007. "Learning Your Earning: Are Labor Income Shocks Really Very Persistent?," American Economic Review, American Economic Association, vol. 97(3), pages 687-712, June.
    44. Baker, Michael, 1997. "Growth-Rate Heterogeneity and the Covariance Structure of Life-Cycle Earnings," Journal of Labor Economics, University of Chicago Press, vol. 15(2), pages 338-375, April.
    45. Manuel Arellano & Richard Blundell & Stéphane Bonhomme, 2017. "Earnings and Consumption Dynamics: A Nonlinear Panel Data Framework," Econometrica, Econometric Society, vol. 85, pages 693-734, May.
    46. Audra J. Bowlus & Jean-Marc Robin, 2012. "An International Comparison Of Lifetime Inequality: How Continental Europe Resembles North America," Journal of the European Economic Association, European Economic Association, vol. 10(6), pages 1236-1262, December.
    47. Keane, Michael P & Wolpin, Kenneth I, 1997. "The Career Decisions of Young Men," Journal of Political Economy, University of Chicago Press, vol. 105(3), pages 473-522, June.
    48. James Heckman & Lance Lochner & Christopher Taber, 1998. "Explaining Rising Wage Inequality: Explanations With A Dynamic General Equilibrium Model of Labor Earnings With Heterogeneous Agents," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 1(1), pages 1-58, January.
    49. Sylvie Le Minez & Sébastien Roux, 2002. "Les différences de carrières salariales à partir du premier emploi," Économie et Statistique, Programme National Persée, vol. 351(1), pages 31-63.
    50. Hyeok Jeong & Yong Kim & Iourii Manovskii, 2015. "The Price of Experience," American Economic Review, American Economic Association, vol. 105(2), pages 784-815, February.
    51. Peter Gottschalk & Robert Moffitt, 2009. "The Rising Instability of U.S. Earnings," Journal of Economic Perspectives, American Economic Association, vol. 23(4), pages 3-24, Fall.
    52. David H. Autor & Lawrence F. Katz & Melissa S. Kearney, 2008. "Trends in U.S. Wage Inequality: Revising the Revisionists," The Review of Economics and Statistics, MIT Press, vol. 90(2), pages 300-323, May.
    53. Jin Seo Cho & Peter C. B. Phillips & Juwon Seo, 2019. "Parametric Inference on the Mean of Functional Data Applied to Lifetime Income Curves," Working papers 2019rwp-153, Yonsei University, Yonsei Economics Research Institute.
    54. Iourii Manovskii & Dmytro Hryshko & Moira Daly, 2011. "Reconciling Estimates of Income Processes in Growth Rates and Levels," 2011 Meeting Papers 1319, Society for Economic Dynamics.
    55. Thierry Magnac & Nicolas Pistolesi & Sébastien Roux, 2018. "Post-Schooling Human Capital Investments and the Life Cycle of Earnings," Journal of Political Economy, University of Chicago Press, vol. 126(3), pages 1219-1249.
    56. Jesper Bagger & Francois Fontaine & Fabien Postel-Vinay & Jean-Marc Robin, 2014. "Tenure, Experience, Human Capital, and Wages," Post-Print hal-01301431, HAL.
    57. Richard Blundell & Ben Etheridge, 2010. "Consumption, Income and Earnings Inequality in Britain," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 13(1), pages 76-102, January.
    58. Pora, Pierre & Wilner, Lionel, 2020. "A decomposition of labor earnings growth: Recovering Gaussianity?," Labour Economics, Elsevier, vol. 63(C).
    59. Yoram Ben-Porath, 1967. "The Production of Human Capital and the Life Cycle of Earnings," Journal of Political Economy, University of Chicago Press, vol. 75(4), pages 352-352.
    60. Kenneth L. Sørensen & Rune Vejlin, 2014. "Return To Experience And Initial Wage Level: Do Low Wage Workers Catch Up?," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 29(6), pages 984-1006, September.
    61. Philippe Belley, 2017. "Understanding Wage Growth: Estimating and Testing Learning-by-Doing," Journal of Human Capital, University of Chicago Press, vol. 11(2), pages 213-246.
    62. repec:hal:spmain:info:hdl:2441/7rep5mp5ij95l94ec64n5tdclp is not listed on IDEAS
    63. Jacob A. Mincer, 1974. "Schooling and Earnings," NBER Chapters, in: Schooling, Experience, and Earnings, pages 41-63, National Bureau of Economic Research, Inc.
    64. Okui, Ryo, 2009. "The optimal choice of moments in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 151(1), pages 1-16, July.
    65. Dmytro Hryshko, 2012. "Labor income profiles are not heterogeneous: Evidence from income growth rates," Quantitative Economics, Econometric Society, vol. 3(2), pages 177-209, July.
    66. Robert Moffitt & Peter Gottschalk, 2011. "Trends in the covariance structure of earnings in the U.S.: 1969–1987," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 9(3), pages 439-459, September.
    67. Rubinstein, Yona & Weiss, Yoram, 2006. "Post Schooling Wage Growth: Investment, Search and Learning," Handbook of the Economics of Education, in: Erik Hanushek & F. Welch (ed.), Handbook of the Economics of Education, edition 1, volume 1, chapter 1, pages 1-67, Elsevier.
    68. Blandin, Adam, 2018. "Learning by Doing and Ben-Porath: Life-cycle Predictions and Policy Implications," Journal of Economic Dynamics and Control, Elsevier, vol. 90(C), pages 220-235.
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    Cited by:

    1. Magnac, Thierry & Roux, Sébastien, 2021. "Heterogeneity and wage inequalities over the life cycle," European Economic Review, Elsevier, vol. 134(C).
    2. Thierry Magnac, 2024. "Human Capital and Search Models: A Happy Match," Revue économique, Presses de Sciences-Po, vol. 75(1), pages 11-29.
    3. Garbinti, Bertrand & García-Peñalosa, Cecilia & Pecheu, Vladimir & Savignac, Frederique, 2023. "Trends and Inequality in Lifetime Earnings in France," CEPR Discussion Papers 18472, C.E.P.R. Discussion Papers.
    4. Jochmans, Koen & Weidner, Martin, 2024. "Inference On A Distribution From Noisy Draws," Econometric Theory, Cambridge University Press, vol. 40(1), pages 60-97, February.
    5. Braunschweig, Luisa & Dauth, Wolfgang & Roth, Duncan, 2024. "Job Mobility and Assortative Matching," IAB-Discussion Paper 202411, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    6. Wenwu Zhang & Jiayin Wang & Xi Ou, 2024. "Trade liberalization, city size, and urban wage premium: evidence from China’s city and individual micro-data," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-11, December.
    7. Richard Blundell & James P. Ziliak & Hugo Lopez, 2023. "Labour market inequality and the changing life cycle profile of male and female wages," IFS Working Papers W23/16, Institute for Fiscal Studies.
    8. Magnac, Thierry, 2023. "Capital humain et recherche d'emploi: un mariage heureux - Human Capital and Search Models: A Happy Match," TSE Working Papers 23-1489, Toulouse School of Economics (TSE).
    9. Joseph Altonji & Disa Hynsjo & Ivan Vidangos, 2023. "Individual Earnings and Family Income: Dynamics and Distribution," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 49, pages 225-250, July.

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    More about this item

    Keywords

    Human capital investment; Inequality; Wage dynamics; Post-schooling wage growth; Random and fixed effects;
    All these keywords.

    JEL classification:

    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models
    • D91 - Microeconomics - - Micro-Based Behavioral Economics - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making
    • I24 - Health, Education, and Welfare - - Education - - - Education and Inequality
    • 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

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