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Estimating the Payoff to Attending a More Selective College: An Application of Selection on Observables and Unobservables

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  • Stacy Berg Dale
  • Alan B. Krueger

Abstract

There are many estimates of the effect of college quality on students' subsequent earnings. One difficulty interpreting past estimates, however, is that elite colleges admit students, in part, based on characteristics that are related to their earnings capacity. Since some of these characteristics are unobserved by researchers who later estimate wage equations, it is difficult to parse out the effect of attending a selective college from the students' pre-college characteristics. This paper uses information on the set of colleges at which students were accepted and rejected to remove the effect of unobserved characteristics that influence college admission. Specifically, we match students in the newly colleted College and Beyond (C&B) Data Set who were admitted to and rejected from a similar set of institutions, and estimate fixed effects models. As another approach to adjust for selection bias, we control for the average SAT score of the schools to which students applied using both the C&B and National Longitudinal Survey of the High School Class of 1972. We find that students who attended more selective colleges do not earn more than other students who were accepted and rejected by comparable schools but attended less selective colleges. However, the average tuition charged by the school is significantly related to the students' subsequent earnings. Indeed, we find a substantial internal rate of return from attending a more costly college. Lastly, the payoff to attending an elite college appears to be greater for students from more disadvantaged family backgrounds.

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Paper provided by National Bureau of Economic Research, Inc in its series NBER Working Papers with number 7322.

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Date of creation: Aug 1999
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Handle: RePEc:nbr:nberwo:7322

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  1. Berhman, J-R & Kletzer, L & Constantine, J & McPherson, M & Schapiro, M-O, 1996. "The Impact of College Quality on Wages : Are There Differences Among Demographic Groups?," Williams Project on the Economics of Higher Education DP-38, Department of Economics, Williams College.
  2. Caroline M. Hoxby & Bridget Terry, 1999. "Explaining Rising Income and wage Inequality Among the College Educated," NBER Working Papers 6873, National Bureau of Economic Research, Inc.
  3. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Publishing House "SINERGIA PRESS", vol. 31(3), pages 129-137.
  4. Dominic J. Brewer & Eric Eide & Ronald G. Ehrenberg, 1996. "Does It Pay To Attend An Elite Private College? Cross Cohort Evidence on the Effects of College Quality on Earnings," NBER Working Papers 5613, National Bureau of Economic Research, Inc.
  5. Behrman, Jere R & Rosenzweig, Mark R & Taubman, Paul, 1996. "College Choice and Wages: Estimates Using Data on Female Twins," The Review of Economics and Statistics, MIT Press, vol. 78(4), pages 672-85, November.
  6. Gordon C. Winston & Yen, I.C., 1995. "Costs, Prices, Subsidies, and Aid in U.S. Higher Education," Williams Project on the Economics of Higher Education DP-32, Department of Economics, Williams College.
  7. 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.
  8. Daniel, K. & Black, D. & Smith, J., 1997. "College Quality and the Wages of Young Men," UWO Department of Economics Working Papers 9707, University of Western Ontario, Department of Economics.
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