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Estimating the return to college in Britain using regression and propensity score matching

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  • Wen Fan

Abstract

College graduates tend to earn more than non-graduates but it is difficult to ascertain how much of this empirical association between wages and college degree is due to the causal effect of a college degree and how much is due to unobserved factors that influence both wages and education (e.g. ability). In this paper, I use the 1970 British Cohort Study to examine the college premium for people who have a similar ability level by using a restricted sample of people who are all college eligible but some never attend. Compared to using the full sample, restricting the sample to college-eligible reduces the return to college significantly using both regression and propensity score matching (PSM) estimates. The finding suggests the importance of comparing individuals of similar ability levels when estimating the return to college.

Suggested Citation

  • Wen Fan, 2011. "Estimating the return to college in Britain using regression and propensity score matching," Working Papers 201119, School of Economics, University College Dublin.
  • Handle: RePEc:ucn:wpaper:201119
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    File URL: http://hdl.handle.net/10197/3234
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    References listed on IDEAS

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    1. Ian Walker & Yu Zhu, 2008. "The College Wage Premium and the Expansion of Higher Education in the UK," Scandinavian Journal of Economics, Wiley Blackwell, vol. 110(4), pages 695-709, December.
    2. Hansen, Karsten T. & Heckman, James J. & Mullen, K.J.Kathleen J., 2004. "The effect of schooling and ability on achievement test scores," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 39-98.
    3. Arnaud Chevalier & Colm Harmon & Ian Walker & Yu Zhu, 2004. "Does Education Raise Productivity, or Just Reflect it?," Economic Journal, Royal Economic Society, vol. 114(499), pages 499-517, November.
    4. McKinley Blackburn & David Neumark, 1992. "Unobserved Ability, Efficiency Wages, and Interindustry Wage Differentials," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(4), pages 1421-1436.
    5. Vincenzo Caponi & Miana Plesca, 2009. "Post-secondary education in Canada: can ability bias explain the earnings gap between college and university graduates?," Canadian Journal of Economics, Canadian Economics Association, vol. 42(3), pages 1100-1131, August.
    6. 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 82-99, February.
    7. Philippe Belley & Lance Lochner, 2007. "The Changing Role of Family Income and Ability in Determining Educational Achievement," Journal of Human Capital, University of Chicago Press, vol. 1(1), pages 37-89.
    8. O'Leary, Nigel C. & Sloane, Peter J., 2005. "The Return to a University Education in Great Britain," National Institute Economic Review, National Institute of Economic and Social Research, vol. 193, pages 75-89, July.
    9. Galindo-Rueda, Fernando & Vignoles, Anna, 2004. "The Heterogeneous Effect of Selection in Secondary Schools: Understanding the Changing Role of Ability," IZA Discussion Papers 1245, Institute of Labor Economics (IZA).
    10. Stacy Berg Dale & Alan B. Krueger, 2002. "Estimating the Payoff to Attending a More Selective College: An Application of Selection on Observables and Unobservables," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(4), pages 1491-1527.
    11. Christopher R. Taber, 2001. "The Rising College Premium in the Eighties: Return to College or Return to Unobserved Ability?," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 68(3), pages 665-691.
    12. 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.
    13. Murnane, Richard J & Willett, John B & Levy, Frank, 1995. "The Growing Importance of Cognitive Skills in Wage Determination," The Review of Economics and Statistics, MIT Press, vol. 77(2), pages 251-266, May.
    14. Alberto Abadie & Guido W. Imbens, 2008. "On the Failure of the Bootstrap for Matching Estimators," Econometrica, Econometric Society, vol. 76(6), pages 1537-1557, November.
    15. Devereux, Paul J. & Fan, Wen, 2011. "Earnings returns to the British education expansion," Economics of Education Review, Elsevier, vol. 30(6), pages 1153-1166.
    16. Lorraine Dearden, 1998. "Ability, families, education and earnings in Britain," IFS Working Papers W98/14, Institute for Fiscal Studies.
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    More about this item

    Keywords

    Return to college; Regression; Propensity score matching; Wages--College graduates--Great Britain; Wages--Effect of education on--Great Britain; Regression analysis;
    All these keywords.

    JEL classification:

    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials

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