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Are There Asymmetries in the Effects of Training on the Conditional Male Wage Distribution?

  • Arulampalam, Wiji
  • Booth, Alison L
  • Bryan, Mark L

We use a quantile regression framework to investigate the degree to which work-related training affects the location, scale and shape of the conditional wage distribution. Human capital theory suggests that the percentage returns to training investments will be the same across the conditional wage distribution. Other theories - whether based on imperfections in the labour market or on skill-mix heterogeneity - suggest that this need not be the case. Using the first six waves of the European Community Household Panel, we investigate these issues for private sector men in ten European Union countries. Our results show that, for the vast majority of countries, investment in training yields similar percentage returns across the conditional wage distribution. Only Belgium was an outlier in this respect. Our results do indicate, however, that there are considerable differences in mean returns to training across countries.

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Paper provided by C.E.P.R. Discussion Papers in its series CEPR Discussion Papers with number 4289.

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Date of creation: Mar 2004
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Handle: RePEc:cpr:ceprdp:4289
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  1. Omar Arias & Kevin F. Hallock & Walter Sosa Escudero, 1999. "Individual Heterogeneity in the Returns to Schooling: Instrumental Variables Quantile Regression using Twins Data," Department of Economics, Working Papers 016, Departamento de Economía, Facultad de Ciencias Económicas, Universidad Nacional de La Plata.
  2. Roger Koenker & Kevin F. Hallock, 2001. "Quantile Regression," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 143-156, Fall.
  3. Arulampalam, Wiji & Booth, Alison L. & Bryan, Mark L., 2003. "Training in Europe," IZA Discussion Papers 933, Institute for the Study of Labor (IZA).
  4. Jaume Garcia & Pedro J. Hernández & Ángel López Nicolás, 1998. "How wide is the gap? An investigation of gender wage differences using quantile regression," Economics Working Papers 287, Department of Economics and Business, Universitat Pompeu Fabra.
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  7. Stevens, Margaret, 1994. "A Theoretical Model of On-the-Job Training with Imperfect Competition," Oxford Economic Papers, Oxford University Press, vol. 46(4), pages 537-62, October.
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  9. Moshe Buchinsky, 1998. "Recent Advances in Quantile Regression Models: A Practical Guideline for Empirical Research," Journal of Human Resources, University of Wisconsin Press, vol. 33(1), pages 88-126.
  10. Alberto Abadie & Joshua Angrist & Guido Imbens, 2002. "Instrumental Variables Estimates of the Effect of Subsidized Training on the Quantiles of Trainee Earnings," Econometrica, Econometric Society, vol. 70(1), pages 91-117, January.
  11. Arulampalam, Wiji & Booth, Alison L. & Bryan, Mark L., 2005. "Is there a glass ceiling over Europe? Exploring the gender pay gap across the wages distribution," ISER Working Paper Series 2005-25, Institute for Social and Economic Research.
  12. Acemoglu, D. & Pischke, J.S., 1997. "The Structure of Wages and Investment in General Training," Working papers 97-24, Massachusetts Institute of Technology (MIT), Department of Economics.
  13. Manning, Alan, 2011. "Imperfect Competition in the Labor Market," Handbook of Labor Economics, Elsevier.
  14. Michael Lechner & Blaise Melly, 2007. "Earnings Effects of Training Programs," University of St. Gallen Department of Economics working paper series 2007 2007-28, Department of Economics, University of St. Gallen.
  15. Martins, Pedro S. & Pereira, Pedro T., 2004. "Does education reduce wage inequality? Quantile regression evidence from 16 countries," Labour Economics, Elsevier, vol. 11(3), pages 355-371, June.
  16. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
  17. Budría, Santiago & Pereira, Pedro T., 2005. "Educational Qualifications and Wage Inequality: Evidence for Europe," IZA Discussion Papers 1763, Institute for the Study of Labor (IZA).
  18. Booth, Alison L & Zoega, Gylfi, 1999. "Do Quits Cause Under-Training?," Oxford Economic Papers, Oxford University Press, vol. 51(2), pages 374-86, April.
  19. Xulia GonzÂlez & Daniel Miles, 2001. "Wage inequality in a developing country: decrease in minimum wage or increase in education returns," Empirical Economics, Springer, vol. 26(1), pages 135-148.
  20. Bernd Fitzenberger & Claudia Kurz, 2003. "New insights on earnings trends across skill groups and industries in West Germany," Empirical Economics, Springer, vol. 28(3), pages 479-514, July.
  21. Heckman, James J & Smith, Jeffrey, 1997. "Making the Most Out of Programme Evaluations and Social Experiments: Accounting for Heterogeneity in Programme Impacts," Review of Economic Studies, Wiley Blackwell, vol. 64(4), pages 487-535, October.
  22. Lisa M. Lynch, 1994. "Training and the Private Sector: International Comparisons," NBER Books, National Bureau of Economic Research, Inc, number lync94-1, October.
  23. Card, David, 1999. "The causal effect of education on earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 30, pages 1801-1863 Elsevier.
  24. Moshe Buchinsky, 2001. "Quantile regression with sample selection: Estimating women's return to education in the U.S," Empirical Economics, Springer, vol. 26(1), pages 87-113.
  25. Edward P. Lazear, 2003. "Firm-Specific Human Capital: A Skill-Weights Approach," NBER Working Papers 9679, National Bureau of Economic Research, Inc.
  26. Arulampalam, Wiji & Booth, Alison L, 2001. "Learning and Earning: Do Multiple Training Events Pay? A Decade of Evidence from a Cohort of Young British Men," Economica, London School of Economics and Political Science, vol. 68(271), pages 379-400, August.
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  28. Almeida, Rita K. & Carneiro, Pedro, 2006. "The Return to the Firm Investment in Human Capital," IZA Discussion Papers 1937, Institute for the Study of Labor (IZA).
  29. Arulampalam, S.W. & Booth, A. & Elias, P., 1995. "Work-Related Training and Earnings Growth for Young Men in Britain," The Warwick Economics Research Paper Series (TWERPS) 440, University of Warwick, Department of Economics.
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  31. Booth, Alison L, 1991. "Job-Related Formal Training: Who Receives It and What Is It Worth?," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 53(3), pages 281-94, August.
  32. I. Fernandez-Val & J. Angrist & V. Chernozhukov, 2004. "Quantile Regression under Misspecification," Econometric Society 2004 North American Winter Meetings 198, Econometric Society.
  33. Bassanini, Andrea & Booth, Alison L. & Brunello, Giorgio & De Paola, Maria & Leuven, Edwin, 2005. "Workplace Training in Europe," IZA Discussion Papers 1640, Institute for the Study of Labor (IZA).
  34. Lazear, Edward, 2003. "Firm-Specific Human Capital: A Skill-Weights Approach," IZA Discussion Papers 813, Institute for the Study of Labor (IZA).
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