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Skilled or educated? Educational reforms, human capital and earnings

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  • Lorenzo Cappellari

    (Università Cattolica del Sacro Cuore
    Dipartimento di Economia e Finanza, Università Cattolica del Sacro Cuore)

  • Paolo Castelnovo
  • Daniele Checchi
  • Marco Leonardi

Abstract

We use OECD-PIAAC data to estimate the earnings effects of both years of education and of numerical skills. Our identification strategy exploits differential exposure to educational reforms across birth cohorts and countries. We find that education has the strongest earnings effect. A one standard deviation increase in years of education raises earnings by almost 22 percentage points (corresponding to a return to education above 7 percentage points), which compares with a lower percentage points return to an equivalent increase in numerical skills. Our results suggest that the same set of unobservables drives the accumulation of both formal years of education and numeracy skills. OLS estimates underestimate returns to human capital, consistently with the idea that educational reforms favour the human capital acquisition of abler children from disadvantaged parental backgrounds. When we consider numerical skills alone education reforms cannot identify any significant effect of skills on wages, however, when we jointly consider schooling and skills as endogenous factors in a recursive structure we find a significant role for skills in determining wages.

Suggested Citation

  • Lorenzo Cappellari & Paolo Castelnovo & Daniele Checchi & Marco Leonardi, 2016. "Skilled or educated? Educational reforms, human capital and earnings," DISCE - Working Papers del Dipartimento di Economia e Finanza def053, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
  • Handle: RePEc:ctc:serie1:def053
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    References listed on IDEAS

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    1. Giorgio Brunello & Margherita Fort & Guglielmo Weber, 2009. "Changes in Compulsory Schooling, Education and the Distribution of Wages in Europe," Economic Journal, Royal Economic Society, vol. 119(536), pages 516-539, March.
    2. Flavio Cunha & James J. Heckman & Susanne M. Schennach, 2010. "Estimating the Technology of Cognitive and Noncognitive Skill Formation," Econometrica, Econometric Society, vol. 78(3), pages 883-931, May.
    3. Philip Oreopoulos, 2006. "Estimating Average and Local Average Treatment Effects of Education when Compulsory Schooling Laws Really Matter," American Economic Review, American Economic Association, vol. 96(1), pages 152-175, March.
    4. Hanushek, Eric A. & Schwerdt, Guido & Wiederhold, Simon & Woessmann, Ludger, 2015. "Returns to skills around the world: Evidence from PIAAC," European Economic Review, Elsevier, vol. 73(C), pages 103-130.
    5. James Heckman & Flavio Cunha, 2007. "The Technology of Skill Formation," American Economic Review, American Economic Association, vol. 97(2), pages 31-47, May.
    6. Braga, Michela & Checchi, Daniele & Meschi, Elena, 2011. "Institutional Reforms and Educational Attainment in Europe: A Long Run Perspective," IZA Discussion Papers 6190, Institute of Labor Economics (IZA).
    7. Edwin Leuven & Hessel Oosterbeek & Hans van Ophem, 2004. "Explaining international differences in male skill wage differentials by differences in demand and supply of skill," Economic Journal, Royal Economic Society, vol. 114(495), pages 466-486, April.
    8. Freeman, Richard & Schettkat, Ronald, 2001. "Skill Compression, Wage Differentials, and Employment: Germany vs the US," Oxford Economic Papers, Oxford University Press, vol. 53(3), pages 582-603, July.
    9. Bedard, Kelly & Ferrall, Christopher, 2003. "Wage and test score dispersion: some international evidence," Economics of Education Review, Elsevier, vol. 22(1), pages 31-43, February.
    10. Melvin Stephens Jr. & Dou-Yan Yang, 2014. "Compulsory Education and the Benefits of Schooling," American Economic Review, American Economic Association, vol. 104(6), pages 1777-1792, June.
    11. Magnus Lofstrom & John Tyler, 2008. "Modeling the signaling value of the GED with an application to an exogenous passing standard increase in Texas," Research in Labor Economics, in: Work, Earnings and Other Aspects of the Employment Relation, pages 305-352, Emerald Group Publishing Limited.
    12. Eric A. Hanushek & Lei Zhang, 2006. "Quality-Consistent Estimates of International Returns to Skill," NBER Working Papers 12664, National Bureau of Economic Research, Inc.
    13. Green, David A. & Craig Riddell, W., 2003. "Literacy and earnings: an investigation of the interaction of cognitive and unobserved skills in earnings generation," Labour Economics, Elsevier, vol. 10(2), pages 165-184, April.
    14. Blau, Francine D & Kahn, Lawrence M, 1996. "International Differences in Male Wage Inequality: Institutions versus Market Forces," Journal of Political Economy, University of Chicago Press, vol. 104(4), pages 791-836, August.
    15. Costas Meghir & Mårten Palme, 2005. "Educational Reform, Ability, and Family Background," American Economic Review, American Economic Association, vol. 95(1), pages 414-424, March.
    16. Colm Harmon & Kevin Denny & Vincent O'Sullivan, 2003. "Education, earnings and skills : a multi-country comparison," Open Access publications 10197/649, School of Economics, University College Dublin.
    17. Francine D. Blau & Lawrence M. Kahn, 2005. "Do Cognitive Test Scores Explain Higher U.S. Wage Inequality?," The Review of Economics and Statistics, MIT Press, vol. 87(1), pages 184-193, February.
    18. Marco Paccagnella, 2015. "Skills and Wage Inequality: Evidence from PIAAC," OECD Education Working Papers 114, OECD Publishing.
    19. Card, David, 2001. "Estimating the Return to Schooling: Progress on Some Persistent Econometric Problems," Econometrica, Econometric Society, vol. 69(5), pages 1127-1160, September.
    20. Eric A. Hanushek & Lei Zhang, 2009. "Quality-Consistent Estimates of International Schooling and Skill Gradients," Journal of Human Capital, University of Chicago Press, vol. 3(2), pages 107-143.
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    More about this item

    Keywords

    Returns to human capital; cognitive skills; educational reforms; PIAAC.;
    All these keywords.

    JEL classification:

    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • I24 - Health, Education, and Welfare - - Education - - - Education and Inequality
    • I26 - Health, Education, and Welfare - - Education - - - Returns to Education
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials

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