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Early Labour Market Returns to College Subject

  • Paolo Buonanno

    ()

  • Dario Pozzoli

    ()

This paper aims at estimating early labour market returns (i.e. participation probability, employment probability and log hourly earnings) of Italian university graduates across college subjects. We devote great attention to endogenous selection issues using alternative methods to control for potential self-selection associated with the choice of the degree subject in order to unravel the causal link between college major and subsequent outcomes in the labour market. We use both a propensity score matching-average treatment on the treated method and the polychotomous selectivity model introduced by Lee (1983) to investigate the existence of unobserved heterogeneity. Our results suggest that "quantitative" fields (i.e. Sciences, Engineering and Economics) increase not only participation to the labour market and employment probability but also early earnings, conditional on employment.

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File URL: http://aisberg.unibg.it/bitstream/10446/281/1/WPEco05(2007)Buonanno.pdf
File Function: Version, 08-2007
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Paper provided by University of Bergamo, Department of Economics in its series Working Papers (-2012) with number 0705.

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Length: 32 pages
Date of creation: Aug 2007
Date of revision:
Handle: RePEc:brg:wpaper:0705
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  1. Rochat, Denis & Demeulemeester, Jean-Luc, 2001. "Rational choice under unequal constraints: the example of Belgian higher education," Economics of Education Review, Elsevier, vol. 20(1), pages 15-26, February.
  2. Richard Blundell & Lorraine Dearden & Barbara Sianesi, 2004. "Evaluating the Impact of Education on Earnings in the UK: Models, Methods and Results from the NCDS," CEE Discussion Papers 0047, Centre for the Economics of Education, LSE.
  3. Linda Datcher Loury, 1997. "The gender gap among college-educated workers," Industrial and Labor Relations Review, ILR Review, Cornell University, ILR School, vol. 50(4), pages 580-593, July.
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  6. Alberto Abadie & Guido W. Imbens, 2006. "Large Sample Properties of Matching Estimators for Average Treatment Effects," Econometrica, Econometric Society, vol. 74(1), pages 235-267, 01.
  7. Imbens, Guido & Abadie, Alberto, 2008. "On the Failure of the Bootstrap for Matching Estimators," Scholarly Articles 3043415, Harvard University Department of Economics.
  8. Loury, Linda Datcher & Garman, David, 1995. "College Selectivity and Earnings," Journal of Labor Economics, University of Chicago Press, vol. 13(2), pages 289-308, April.
  9. Mark C. Berger, 1988. "Predicted future earnings and choice of college major," Industrial and Labor Relations Review, ILR Review, Cornell University, ILR School, vol. 41(3), pages 418-429, April.
  10. Robert Haveman & Barbara Wolfe, 1995. "The Determinants of Children's Attainments: A Review of Methods and Findings," Journal of Economic Literature, American Economic Association, vol. 33(4), pages 1829-1878, December.
  11. Alex Bryson, 2002. "The Union Membership Wage Premium: An Analysis Using Propensity Score Matching," CEP Discussion Papers dp0530, Centre for Economic Performance, LSE.
  12. Dubin, Jeffrey A & McFadden, Daniel L, 1984. "An Econometric Analysis of Residential Electric Appliance Holdings and Consumption," Econometrica, Econometric Society, vol. 52(2), pages 345-62, March.
  13. Alex Bryson & Richard Dorsett & Susan Purdon, 2002. "The use of propensity score matching in the evaluation of active labour market policies," LSE Research Online Documents on Economics 4993, London School of Economics and Political Science, LSE Library.
  14. Lechner, Michael, 1999. "Identification and Estimation of Causal Effects of Multiple Treatments Under the Conditional Independence Assumption," IZA Discussion Papers 91, Institute for the Study of Labor (IZA).
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  16. Arcidiacono, Peter, 2004. "Ability sorting and the returns to college major," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 343-375.
  17. Jeff Grogger & Eric Eide, 1995. "Changes in College Skills and the Rise in the College Wage Premium," Journal of Human Resources, University of Wisconsin Press, vol. 30(2), pages 280-310.
  18. Brunello, Giorgio & Cappellari, Lorenzo, 2008. "The labour market effects of Alma Mater: Evidence from Italy," Economics of Education Review, Elsevier, vol. 27(5), pages 564-574, October.
  19. Checchi, Daniele & Flabbi, Luca, 2007. "Intergenerational Mobility and Schooling Decisions in Germany and Italy: The Impact of Secondary School Tracks," IZA Discussion Papers 2876, Institute for the Study of Labor (IZA).
  20. L. Biggeri & M. Bini & L. Grilli, 2001. "The transition from university to work: a multilevel approach to the analysis of the time to obtain the first job," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 164(2), pages 293-305.
  21. James, Estelle, et al, 1989. "College Quality and Future Earnings: Where Should You Send Your Child to College?," American Economic Review, American Economic Association, vol. 79(2), pages 247-52, May.
  22. Jere R. Behrman & Mark R. Rosenzweig, 2002. "Does Increasing Women's Schooling Raise the Schooling of the Next Generation?," American Economic Review, American Economic Association, vol. 92(1), pages 323-334, March.
  23. Gabriele BALLARINO & Massimiliano BRATTI, 2006. "Fields of study and graduates? occupational outcomes in Italy during the 90s. Who won and who lost?," Departmental Working Papers 2006-17, Department of Economics, Management and Quantitative Methods at Università degli Studi di Milano.
  24. Thomas N. Daymonti & Paul J. Andrisani, 1984. "Job Preferences, College Major, and the Gender Gap in Earnings," Journal of Human Resources, University of Wisconsin Press, vol. 19(3), pages 408-428.
  25. Blundell, Richard, et al, 2000. "The Returns to Higher Education in Britain: Evidence from a British Cohort," Economic Journal, Royal Economic Society, vol. 110(461), pages F82-99, February.
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