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Unconditional and Conditional Wage Polarization in Europe

Author

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  • Naticchioni, Paolo

    (Roma Tre University)

  • Ragusa, Giuseppe

    (LUISS Guido Carli University)

  • Massari, Riccardo

    (Sapienza University of Rome)

Abstract

This paper investigates the dynamics of the distribution of unconditional and conditional – on technology – wages in Europe, using both industry and individual level data for the period 1995-2007. We find that the unconditional wage distribution shows scant signs of polarization in Europe. On the other hand, the effect of technology is more nuanced. At the industry level, technological changes have an effect on polarization of jobs, but not on polarization of wages. At the individual level, we use a counterfactual distributional analysis which accounts for the heterogeneity of tasks across occupations, and we find only mild evidence of wage polarization. Technology affects the lower and upper part of the wage distribution in different ways, with service tasks affecting the lower quantiles and abstract tasks affecting the higher ones.

Suggested Citation

  • Naticchioni, Paolo & Ragusa, Giuseppe & Massari, Riccardo, 2014. "Unconditional and Conditional Wage Polarization in Europe," IZA Discussion Papers 8465, Institute of Labor Economics (IZA).
    • Handle: RePEc:iza:izadps:dp8465
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    1. 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.
    2. Maarten Goos & Alan Manning & Anna Salomons, 2009. "Job Polarization in Europe," American Economic Review, American Economic Association, vol. 99(2), pages 58-63, May.
    3. Giuseppe Bertola & Andrea Ichino, 1995. "Wage Inequality and Unemployment: United States versus Europe," NBER Chapters, in: NBER Macroeconomics Annual 1995, Volume 10, pages 13-66, National Bureau of Economic Research, Inc.
    4. 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.
    5. Francesca Mazzolari & Giuseppe Ragusa, 2013. "Spillovers from High-Skill Consumption to Low-Skill Labor Markets," The Review of Economics and Statistics, MIT Press, vol. 95(1), pages 74-86, March.
    6. 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.
    7. Avraham Ebenstein & Ann Harrison & Margaret McMillan & Shannon Phillips, 2022. "Estimating The Impact Of Trade And Offshoring On American Workers Using The Current Population Surveys," World Scientific Book Chapters, in: Globalization, Firms, and Workers, chapter 12, pages 275-289, World Scientific Publishing Co. Pte. Ltd..
    8. Guido Matias Cortes, 2016. "Where Have the Middle-Wage Workers Gone? A Study of Polarization Using Panel Data," Journal of Labor Economics, University of Chicago Press, vol. 34(1), pages 63-105.
    9. Mary O'Mahony & Marcel P. Timmer, 2009. "Output, Input and Productivity Measures at the Industry Level: The EU KLEMS Database," Economic Journal, Royal Economic Society, vol. 119(538), pages 374-403, June.
    10. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue Nov.
    11. 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.
    12. David H. Autor & David Dorn, 2013. "The Growth of Low-Skill Service Jobs and the Polarization of the US Labor Market," American Economic Review, American Economic Association, vol. 103(5), pages 1553-1597, August.
    13. Gene M. Grossman & Esteban Rossi-Hansberg, 2008. "Trading Tasks: A Simple Theory of Offshoring," American Economic Review, American Economic Association, vol. 98(5), pages 1978-1997, December.
    14. David H. Autor & Lawrence F. Katz & Melissa S. Kearney, 2006. "The Polarization of the U.S. Labor Market," American Economic Review, American Economic Association, vol. 96(2), pages 189-194, May.
    15. Acemoglu, Daron & Autor, David, 2011. "Skills, Tasks and Technologies: Implications for Employment and Earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 12, pages 1043-1171, Elsevier.
    16. Mario Izquierdo & Aitor Lacuesta, 2006. "Wage inequality in Spain: recent developments," Working Papers 0615, Banco de España.
    17. Centeno, Mario & Novo, Alvaro A., 2009. "When Supply Meets Demand: Wage Inequality in Portugal," IZA Discussion Papers 4592, Institute of Labor Economics (IZA).
    18. Guy Michaels & Ashwini Natraj & John Van Reenen, 2010. "Has ICT Polarized Skill Demand? Evidence from Eleven Countries over 25 Years," CEP Discussion Papers dp0987, Centre for Economic Performance, LSE.
    19. Paolo Naticchioni & Andrea Ricci & Emiliano Rustichelli, 2008. "Wage Inequality, Employment Structure and Skill‐biased Change in Italy," LABOUR, CEIS, vol. 22(s1), pages 27-51, June.
    20. Maarten Goos & Alan Manning, 2007. "Lousy and Lovely Jobs: The Rising Polarization of Work in Britain," The Review of Economics and Statistics, MIT Press, vol. 89(1), pages 118-133, February.
    21. Joachim R. Frick & Kristina Krell, 2010. "Measuring Income in Household Panel Surveys for Germany: A Comparison of EU-SILC and SOEP," SOEPpapers on Multidisciplinary Panel Data Research 265, DIW Berlin, The German Socio-Economic Panel (SOEP).
    22. Richard Hauser, 2008. "Problems of the German Contribution to EU-SILC: A Research Perspective, Comparing EU-SILC, Microcensus and SOEP," SOEPpapers on Multidisciplinary Panel Data Research 86, DIW Berlin, The German Socio-Economic Panel (SOEP).
    23. Ronald L. Oaxaca & Michael R. Ransom, 1999. "Identification in Detailed Wage Decompositions," The Review of Economics and Statistics, MIT Press, vol. 81(1), pages 154-157, February.
    24. Thomas Lemieux, 2008. "The changing nature of wage inequality," Journal of Population Economics, Springer;European Society for Population Economics, vol. 21(1), pages 21-48, January.
    25. Dirk Antonczyk & Thomas DeLeire & Bernd Fitzenberger, 2018. "Polarization and Rising Wage Inequality: Comparing the U.S. and Germany," Econometrics, MDPI, vol. 6(2), pages 1-33, April.
    26. Guy Michaels & Ashwini Natraj & John Van Reenen, 2014. "Has ICT Polarized Skill Demand? Evidence from Eleven Countries over Twenty-Five Years," The Review of Economics and Statistics, MIT Press, vol. 96(1), pages 60-77, March.
    27. Atkinson, A B, 2008. "The Changing Distribution of Earnings in OECD Countries," OUP Catalogue, Oxford University Press, number 9780199532438.
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    More about this item

    Keywords

    wage inequality; polarization; occupational tasks; offshoring; RIF-regressions;
    All these keywords.

    JEL classification:

    • J3 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs
    • J5 - Labor and Demographic Economics - - Labor-Management Relations, Trade Unions, and Collective Bargaining

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