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Generalized measures of wage differentials

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Abstract

This paper considers measures of wage differentials not solely determined by mean comparisons but summarizing differences across complete wage distributions. The approach builds on considerations of risk or inequality aversion and on standard expected utility concepts. In an application to the gender pay gap in Luxembourg the disadvantage of women persists according to the proposed measures: lower mean wages for women are not compensated by differences in higher moments of wage distributions (e.g., by less dispersion) at least for realistic assumptions about women preferences toward risk and inequality. The paper also illustrates an original empirical model for wage distributions in the presence of covariates and under endogenous labour market participation.

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References

  • Agnew JR, Anderson LR, Gerlach JR, Szykman LR (2008) Who chooses annuities? An experimental investigation of the role of gender, framing, and defaults. Am Econ Rev 98(2): 418–422

    Article  Google Scholar 

  • Albrecht J, Björklund A, Vroman S (2003) Is there a glass ceiling in Sweden?. J Labor Econ 21(1): 145–177

    Article  Google Scholar 

  • Albrecht J, van Vuuren A, Vroman S (2009) Counterfactual distributions with sample selection adjustments: Econometric theory and an application to the Netherlands. Labour Econ 16: 383–396

    Article  Google Scholar 

  • Arulampalam W, Booth AL, Bryan ML (2007) Is there a glass ceiling over Europe? Exploring the gender pay gap across the wage distribution. Ind Labor Relat Rev 60(2): 163–186

    Google Scholar 

  • Atkinson AB (1970) On the measurement of inequality. J Econ Theory 2: 244–263

    Article  Google Scholar 

  • Autor DH, Katz LF, Kearney MS (2005) Rising wage inequality: the role of composition and prices NBER working paper 11628. National Bureau of Economic Research, Cambridge

    Book  Google Scholar 

  • Barsky R, Bound J, Charles KK, Lupton JP (2002) Accounting for the black-white wealth gap: a nonparametric approach. J Am Stat Assoc 97(459): 663–673

    Article  Google Scholar 

  • Biewen M, Jenkins SP (2005) Accounting for differences in poverty between the USA, Britain and Germany. Empir Econ 30(2): 331–358

    Article  Google Scholar 

  • Blackburn ML (2007) Estimating wage differentials without logarithms. Labour Econ 14(1): 73–98

    Article  Google Scholar 

  • Blinder A (1973) Wage discrimination: Reduced form and structural estimates. J Hum Resour 8: 436–455

    Article  Google Scholar 

  • Buchinsky M (1998) The dynamics of changes in the female wage distribution in the USA: A quantile regression approach. J Appl Econ 13(1): 1–30

    Article  Google Scholar 

  • Chernozhukov V, Fernández-Val I, Melly B (2009) Inference on counterfactual distributions. CEMMAP working paper CWP09/09. Centre for Microdata Methods and Practice, Institute for Fiscal Studies, University College of London

  • Cobb-Clark D (2001) Getting ahead: The determinants of and payoffs to internal promotion for young men and women. Res Labor Econ 20: 339–372

    Article  Google Scholar 

  • Cruces G, Wodon Q (2007) Risk-adjusted poverty in Argentina: Measurement and determinants. J Dev Stud 43(7): 1189–1214

    Article  Google Scholar 

  • Davidson R (2008) Stochastic dominance. In: Durlauf SN, Blume LE (eds) The new palgrave dictionary of economics. Palgrave Macmillan, Basingstoke

    Google Scholar 

  • de la Rica S, Dolado J, Llorens V (2008) Ceilings or floors? Gender wage gaps by education in Spain. J Popul Econ 21(3): 751–776

    Article  Google Scholar 

  • del Rìo C, Gradin C, Cantò O (2011) The measurement of gender wage discrimination: the distributional approach revisited. J Econ Inequal 9(1): 57–86

    Article  Google Scholar 

  • Di Nardo J, Fortin NM, Lemieux T (1996) Labor market institutions and the distribution of wages, 1973–1992: a semiparametric approach. Econometrica 64(5): 1001–1044

    Article  Google Scholar 

  • Dolton PJ, Makepeace G (1985) The statistical measurement of discrimination. Econ Lett 18: 391–395

    Article  Google Scholar 

  • Donald SG, Green DA, Paarsch HJ (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. Rev Econ Stud 67(4): 609–633

    Article  Google Scholar 

  • Favaro D, Magrini S (2008) Group versus individual discrimination among young workers: A distributional approach. J Socio-Econ 37(5): 1856–1879

    Article  Google Scholar 

  • Firpo S, Fortin NM, Lemieux T (2009) Unconditional quantile regressions. Econometrica 77(3): 953–973

    Article  Google Scholar 

  • Fortin NM, Lemieux T (1998) Rank regressions, wage distributions, and the gender gap. J Hum Resour 33(3): 610–643

    Article  Google Scholar 

  • Foster JE, Székely M (2008) Is economic growth good for the poor? Tracking low incomes using general means. Int Econ Rev 49(4): 1143–1172

    Article  Google Scholar 

  • Gardeazabal J, Ugidos A (2005) Gender wage discrimination at quantiles. J Popul Econ 18(1): 165–179

    Article  Google Scholar 

  • Gastwirth JL (1975) Statistical measures of earnings differentials. Am Stat 29: 32–35

    Google Scholar 

  • Hadar J, Russell WR (1969) Rules for ordering uncertain prospects. Am Econ Rev 59(1): 97–122

    Google Scholar 

  • Hall P, Wolff RCL, Yao Q (1999) Methods for estimating a conditional distribution function. J Am Stat Assoc 94(445): 154–163

    Article  Google Scholar 

  • Harsanyi JC (1955) Cardinal welfare, individualistic ethics, and interpersonal comparisons of utility. J Polit Econ 63(4): 309–321

    Article  Google Scholar 

  • Hartog J, Ferrer-i-Carbonell A, Jonker N (2002) Linking measured risk aversion to individual characteristics. Kyklos 55(1): 3–26

    Article  Google Scholar 

  • Huber M, Melly B (2011) Quantile regression in the presence of sample selection. Economics working paper series 1109. University of St. Gallen, School of Economics and Political Science

  • Jenkins SP (1994) Earnings discrimination measurement: a distributional approach. J Econ 61: 81–102

    Google Scholar 

  • Kleiber C, Kotz S (2003) Statistical size distributions in economics and actuarial sciences. Wiley series in probability and statistics. John Wiley and Sons Inc, New York

    Book  Google Scholar 

  • Le Breton M, Michelangeli A, Peluso E (2011) A stochastic dominance approach to the measurement of discrimination. Forthcoming in J Econ. Theory

  • Lemieux T (2002) Decomposing changes in wage distributions: a unified approach. Can J Econ 35(4): 646–688

    Article  Google Scholar 

  • Machado JAF, Mata J (2005) Counterfactual decomposition of changes in wage distributions using quantile regression. J Appl Econ 20: 445–465

    Article  Google Scholar 

  • Makdissi P, Wodon Q (2003) Risk-adjusted measures of wage inequality and safety nets. Econ Bull 9(1): 1–10

    Google Scholar 

  • Manning A, Robinson H (2004) Something in the way she moves: a fresh look at an old gap. Oxford Econ Papers 56(2): 169–188

    Article  Google Scholar 

  • Melly B (2005) Decomposition of differences in distribution using quantile regression. Labour Econ 12: 577–590

    Article  Google Scholar 

  • Millimet DL, Wang L (2006) A distributional analysis of the gender earnings gap in urban China. Contribut Econ Anal Policy 5(1): 1–48

    Google Scholar 

  • Mood AM, Graybill FA, Boes DC (1987) Introduction to the theory of statistics, 3rd edn. McGraw-Hill series in probability and statistics. McGraw-Hill, Auckland

    Google Scholar 

  • Neal DA, Johnson WR (1996) The role of premarket factors in black-white wage differences. J Polit Econ 104(5): 869–895

    Article  Google Scholar 

  • Ñopo HR (2008) Matching as a tool to decompose wage gaps. Rev Econ Stat 90(2): 290–299

    Article  Google Scholar 

  • Oaxaca RL (1973) Male-female wage differentials in urban labor markets. Int Econ Rev 14: 673–709

    Article  Google Scholar 

  • Oaxaca RL, Ransom MR (1994) On discrimination and the decompostion of wage differentials. J Econ 61: 5–21

    Google Scholar 

  • Peracchi F (2002) On estimating conditional quantiles and distribution functions. Comput Stat Data Anal 38(4): 433–447

    Article  Google Scholar 

  • Racine JS, Green CA (2004) Robust estimation of union and gender wage gaps. Working Paper COBA-ECON-04-01, College of Business Administration, University of South Florida

  • Rawls J (1971) A theory of justice. Belknap Press, Cambridge

    Google Scholar 

  • Saigo H, Shao J, Sitter RR (2001) A repeated half-sample bootstrap and balanced repeated replications for randomly imputed data. Surv Methodol 27(2): 189–196

    Google Scholar 

  • Saposnik R (1981) Rank-dominance in income distributions. Public Choice 36(1): 147–151

    Article  Google Scholar 

  • Singh SK, Maddala GS (1976) A function for size distribution of incomes. Econometrica 44(5): 963–970

    Article  Google Scholar 

  • Smith MD (2003) Modelling sample selection using Archimedean copulas. Econometr J 6(1): 99–123

    Article  Google Scholar 

  • StataCorp (2007) Stata statistical software: release 10. StataCorp LP, College Station

  • STATEC (2007) Egalité hommes-femmes, mythe ou réalité? Cahier économique 105, STATEC, Luxembourg

  • Trivedi PK, Zimmer DM (2007) Copula modeling: an introduction for practitioners. Found Trends Econometr 1(1): 1–111

    Article  Google Scholar 

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  1. CEPS/INSTEAD, 3 Avenue de la fonte, 4364, Esch-sur-Alzette, Luxembourg

    Philippe Van Kerm

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  1. Philippe Van Kerm
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Correspondence to Philippe Van Kerm.

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Van Kerm, P. Generalized measures of wage differentials. Empir Econ 45, 465–482 (2013). https://doi.org/10.1007/s00181-012-0608-y

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  • DOI: https://doi.org/10.1007/s00181-012-0608-y

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