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Decomposing wage discrimination in Germany and Austria with counterfactual densities

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  • Thomas Grandner
  • Dieter Gstach

Abstract

Using income and other individual data from EU-SILC for Germany and Austria, we analyze wage discrimination for three break-ups: gender, sector of employment, and country of origin. Using the method of Machado and Mata (J Appl Econom 20(4):445–465, 2005 ) the discrimination over the whole range of the wage distribution is estimated. Significance of results is checked via confidence interval estimates along the lines of Melly (Estimation of counterfactual distributions using quantile regression. Working Paper, SIAW, University of St. Gallen, 2006 ). The economies of Germany and Austria appear structurally very similar and are highly interconnected. One would, therefore, expect to find similar levels and structures of wage discrimination. Our findings deviate from this conjecture significantly. Copyright Springer Science+Business Media New York 2015

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  • 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.
  • Handle: RePEc:kap:empiri:v:42:y:2015:i:1:p:49-76
    DOI: 10.1007/s10663-014-9244-4
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    1. Wilfried Altzinger & Christopher Berka & Stefan Humer & Mathias Moser, 2012. "Die langfristige Entwicklung der Einkommenskonzentration in Österreich, 1957-2009," Wirtschaft und Gesellschaft - WuG, Kammer für Arbeiter und Angestellte für Wien, Abteilung Wirtschaftswissenschaft und Statistik, vol. 38(1), pages 77-102.
    2. Picchio, Matteo & Mussida, Chiara, 2011. "Gender wage gap: A semi-parametric approach with sample selection correction," Labour Economics, Elsevier, vol. 18(5), pages 564-578, October.
    3. Böheim, René & Himpele, Klemens & Mahringer, Helmut & Zulehner, Christine, 2013. "The distribution of the gender wage gap in Austria : evidence from matched employer-employee data and tax records," Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 46(1), pages 19-34.
    4. 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.
    5. 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.
    6. Bernd Fitzenberger & Gaby Wunderlich, 2002. "Gender Wage Differences in West Germany: A Cohort Analysis," German Economic Review, Verein für Socialpolitik, vol. 3(4), pages 379-414, November.
    7. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    8. René Böheim & Klemens Himpele & Helmut Mahringer & Christine Zulehner, 2013. "The distribution of the gender wage gap in Austria: evidence from matched employer-employee data and tax records [Eine Auswertung von Steuer- und Sozialversicherungsdaten zur Untersuchung der Verte," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 46(1), pages 19-34, March.
    9. Albrecht, James & van Vuuren, Aico & Vroman, Susan, 2009. "Counterfactual distributions with sample selection adjustments: Econometric theory and an application to the Netherlands," Labour Economics, Elsevier, vol. 16(4), pages 383-396, August.
    10. Heiko Peters, 2008. "Development of Wage Inequality for Natives and Immigrants in Germany: Evidence from Quantile Regression and Decomposition," SOEPpapers on Multidisciplinary Panel Data Research 113, DIW Berlin, The German Socio-Economic Panel (SOEP).
    11. Doris Weichselbaumer & Rudolf Winter‐Ebmer, 2005. "A Meta‐Analysis of the International Gender Wage Gap," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 479-511, July.
    12. O. Ashenfelter & D. Card (ed.), 2011. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 4, number 4.
    13. O. Ashenfelter & D. Card (ed.), 2011. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 4, number 5.
    14. 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.
    15. Christian Dustmann & Johannes Ludsteck & Uta Schönberg, 2009. "Revisiting the German Wage Structure," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(2), pages 843-881.
    16. 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.
    17. 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.
    18. Wolfgang Pointner & Alfred Stiglbauer, 2010. "Changes in the Austrian structure of wages, 1996–2002: evidence from linked employer-employee data," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 37(2), pages 105-125, May.
    19. 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.
    20. Domenico Depalo & Raffaela Giordano & Evangelia Papapetrou, 2015. "Public–private wage differentials in euro-area countries: evidence from quantile decomposition analysis," Empirical Economics, Springer, vol. 49(3), pages 985-1015, November.
    21. 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.
    22. James Albrecht & Aico van Vuuren, 2004. "Gender Wage Gaps in the Netherlands with Sample Selection Adjustments," Econometric Society 2004 North American Winter Meetings 504, Econometric Society.
    23. Amanda Gosling & Stephen Machin & Costas Meghir, 2000. "The Changing Distribution of Male Wages in the U.K," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 67(4), pages 635-666.
    24. 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.
    25. Mueller, Richard E., 1998. "Public-private sector wage differentials in Canada: evidence from quantile regressions," Economics Letters, Elsevier, vol. 60(2), pages 229-235, August.
    26. Jean-Marc Fournier & Isabell Koske, 2012. "Less Income Inequality and More Growth – Are they Compatible? Part 7. The Drivers of Labour Earnings Inequality – An Analysis Based on Conditional and Unconditional Quantile Regressions," OECD Economics Department Working Papers 930, OECD Publishing.
    27. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    28. Böheim, René & Hofer, Helmut & Zulehner, Christine, 2005. "Wage Differences Between Men and Women in Austria: Evidence from 1983 and 1997," IZA Discussion Papers 1554, Institute of Labor Economics (IZA).
    29. José A. F. Machado & José Mata, 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, May.
    30. René Böheim & Helmut Hofer & Christine Zulehner, 2007. "Wage differences between Austrian men and women: semper idem?," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 34(3), pages 213-229, July.
    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. Böheim, René & Himpele, Klemens & Mahringer, Helmut & Zulehner, Christine, 2013. "The distribution of the gender wage gap in Austria : evidence from matched employer-employee data and tax records," Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 46(1), pages 19-34.
    33. Moshe Buchinsky, 1998. "The dynamics of changes in the female wage distribution in the USA: a quantile regression approach," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 13(1), pages 1-30.
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    8. Weichselbaumer, Doris, 2015. "Discrimination against Migrants in Austria: An Experimental Study," IZA Discussion Papers 9354, Institute of Labor Economics (IZA).
    9. Héctor Alberto Botello-Peñaloza, 2021. "Wage Inequality of Venezuelan Migrants in Ecuador," The Indian Journal of Labour Economics, Springer;The Indian Society of Labour Economics (ISLE), vol. 64(1), pages 115-132, March.
    10. Schmid, Ramona, 2022. "Mind the gap: Effects of the national minimum wage on the gender wage gap in Germany," Hohenheim Discussion Papers in Business, Economics and Social Sciences 06-2022, University of Hohenheim, Faculty of Business, Economics and Social Sciences.
    11. Schmid, Ramona, 2023. "Mind the Gap: Effects of the National Minimum Wage on the Gender Wage Gap in Germany," VfS Annual Conference 2023 (Regensburg): Growth and the "sociale Frage" 277646, Verein für Socialpolitik / German Economic Association.
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