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The Returns to Observable and Unobservable Skills over time: Evidence from a Panel of the Population of Danish Twins

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Author Info
Paul Bingley (Department of Economics, Aarhus School of Business, 8000 Aarhus, Denmark)
Kaare Christensen (Author-Name: Department of Epidemiology, University of Southern Denmark, 5000 Odense, Denmark)
Ian Walker (Department of Economics, University of Warwick, Coventry)
Abstract

This paper provides estimates of the private financial return to education based on large samples of monozygotic (MZ) and dizygotic (DZ) twins which we obtain from Danish population registers. Our estimation exploits the fact that our data is a long panel. We show that the rising inequality, which we observe in the raw data, is due to rising returns to observable skills. Indeed, our results suggest that the inequality associated with unobservable skills appears to have fallen since the late 1980’s. The fact that we have both MZs and DZs allows us to separate the rising residual variance into changes in returns to unobservables and changes in the variance in unobservables across successive cohorts. Measurement error has been a concern in the twins literature since the usual methodology is based on within-twin differences. We exploit two instruments that provide additional measures of the within twin schooling difference, differences in when the twins first join the labour force on a full-time basis, which comes from a register that is independent of the education registers; and the strong assortative mating in the data which allows us to use twins spouse’s education as an instrument. We also address a further concern in the literature, that differencing between twins fails to remove individual fixed effects as opposed to family fixed effects resulting in schooling differences being correlated with the residual. This would induce the within twin schooling difference coefficient to be biased. Here we exploit the Danish equivalent of Maimonides’ rule which generates potential variation in education within twin pairs associated with being placed in different classes if they attended a small school in a larger than average cohort. This different experience across twin pairs is shown to generate differences in within twin schooling. Our baseline estimates suggests that correcting for selfselection in schooling, and measurement error, gives returns that are about two fifths higher than OLS for men and about one fifth higher for women.

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Paper provided by Geary Institute, University College Dublin in its series Working Papers with number 200723.

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Length: 33 pages
Date of creation: 12 Jun 2007
Date of revision:
Handle: RePEc:ucd:wpaper:200723

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Related research
Keywords: wage inequality; schooling; twins; education returns; ability bias;

Find related papers by JEL classification:
I20 - Health, Education, and Welfare - - Education - - - General
J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials

This paper has been announced in the following NEP Reports:

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  1. Dorothe Bonjour & Lynn F. Cherkas & Jonathan E. Haskel & Denise D. Hawkes & Tim D Spector, 2003. "Returns to Education: Evidence from U.K. Twins," American Economic Review, American Economic Association, vol. 93(5), pages 1799-1812, December. [Downloadable!]
    Other versions:
  2. Richard Blundell & Howard Reed & Thomas M. Stoker, 2003. "Interpreting Aggregate Wage Growth: The Role of Labor Market Participation," American Economic Review, American Economic Association, vol. 93(4), pages 1114-1131, September. [Downloadable!]
  3. Orley Ashenfelter & Cecilia Rouse, 1998. "Income, Schooling, And Ability: Evidence From A New Sample Of Identical Twins," The Quarterly Journal of Economics, MIT Press, vol. 113(1), pages 253-284, February. [Downloadable!] (restricted)
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  4. Daron Acemoglu, 2002. "Technical Change, Inequality, and the Labor Market," Journal of Economic Literature, American Economic Association, vol. 40(1), pages 7-72, March. [Downloadable!] (restricted)
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  5. Jere R. Behrman & Mark R. Rosenzweig, 2004. "Returns to Birthweight," The Review of Economics and Statistics, MIT Press, vol. 86(2), pages 586-601, 06. [Downloadable!] (restricted)
  6. Douglas Staiger & James H. Stock, 1997. "Instrumental Variables Regression with Weak Instruments," Econometrica, Econometric Society, vol. 65(3), pages 557-586, May.
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  7. Neumark, David, 1999. "Biases in twin estimates of the return to schooling," Economics of Education Review, Elsevier, vol. 18(2), pages 143-148, April. [Downloadable!] (restricted)
  8. David Card & Thomas Lemieux, 2000. "Can Falling Supply Explain the Rising Return to College for Younger Men? A Cohort-Based Analysis," NBER Working Papers 7655, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  9. Richard J. Murnane & John B. Willett & Frank Levy, 1995. "The Growing Importance of Cognitive Skills in Wage Determination," NBER Working Papers 5076, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  10. Imbens, Guido W & Angrist, Joshua D, 1994. "Identification and Estimation of Local Average Treatment Effects," Econometrica, Econometric Society, vol. 62(2), pages 467-75, March. [Downloadable!] (restricted)
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  11. Card, David, 2001. "Estimating the Return to Schooling: Progress on Some Persistent Econometric Problems," Econometrica, Econometric Society, vol. 69(5), pages 1127-60, September.
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  12. Ashenfelter, Orley & Krueger, Alan B, 1994. "Estimates of the Economic Returns to Schooling from a New Sample of Twins," American Economic Review, American Economic Association, vol. 84(5), pages 1157-73, December. [Downloadable!] (restricted)
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  13. Omar Arias & Walter Sosa-Escudero & Kevin F. Hallock, 2001. "Individual heterogeneity in the returns to schooling: instrumental variables quantile regression using twins data," Empirical Economics, Springer, vol. 26(1), pages 7-40. [Downloadable!] (restricted)
  14. Thomas Lemieux, 2006. "Post-Secondary Education and Increasing Wage Inequality," NBER Working Papers 12077, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  15. Pedro Carneiro & Sokbae 'Simon' Lee, 2005. "Ability, sorting and wage inequality," CeMMAP working papers CWP16/05, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
  16. Griliches, Zvi, 1979. "Sibling Models and Data in Economics: Beginnings of a Survey," Journal of Political Economy, University of Chicago Press, vol. 87(5), pages S37-64, October. [Downloadable!] (restricted)
  17. Juhn, Chinhui & Murphy, Kevin M & Pierce, Brooks, 1993. "Wage Inequality and the Rise in Returns to Skill," Journal of Political Economy, University of Chicago Press, vol. 101(3), pages 410-42, June. [Downloadable!] (restricted)
  18. John Bound & Gary Solon, 1998. "Double Trouble: On the Value of Twins-Based Estimation of the Return to Schooling," NBER Working Papers 6721, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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