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Research ArticleArticles

Quantile Treatment Effects of College Quality on Earnings

Rodney J. Andrews, Jing Li and Michael F. Lovenheim
Journal of Human Resources, January 2016, 51 (1) 200-238; DOI: https://doi.org/10.3368/jhr.51.1.200
Rodney J. Andrews
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Jing Li
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Michael F. Lovenheim
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References

  1. ↵
    1. Abadie Alberto,
    2. Angrist Joshua,
    3. Imbens Guido
    2002. “Instrumental Variables Estimates of the Effect of Subsidized Training on the Quantiles of Trainee Earnings.” Econometrica 70(1):91–117.
    OpenUrlCrossRefWeb of Science
  2. ↵
    1. Andrews Rodney,
    2. Li Jing,
    3. Lovenheim Michael F.
    2014. “Heterogeneous Paths Through College: Detailed Patterns and Relationships with Graduation and Earnings.” Economics of Education Review 42(October):93–108.
    OpenUrlCrossRef
  3. ↵
    1. Angrist Joshua,
    2. Chernozhukov Victor,
    3. Fernandez-Val Ivan
    2006. “Quantile Regression Under Misspecification, with an Application to the U.S. Wage Structure.” Econometrica 74(2):539–63.
    OpenUrlCrossRefWeb of Science
  4. ↵
    1. Arcidiacono Peter
    2004. “Ability Sorting and the Returns to College Major.” Journal of Econometrics 121(1–2):343–75.
    OpenUrlCrossRefWeb of Science
  5. ↵
    1. Arcidiacono Peter,
    2. Lovenheim Michael F.
    2014. “Affirmative Action and the Quality-Fit Tradeoff.” Duke University Working Paper, available at: http://public.econ.duke.edu/~psarcidi/aa.pdf, Last Accessed 10/22/2014.
  6. ↵
    1. Arcidiacono Peter,
    2. Joseph Hotz V.,
    3. Kang Songman
    2012. “Modeling College Major Choice Using Elicited Measures of Expectations and Counterfactuals.” Journal of Econometrics 166(1):3–16.
    OpenUrlCrossRefWeb of Science
  7. ↵
    1. Autor David H.,
    2. Katz Laurence F.,
    3. Kearney Melissa S.
    2008. “Trends in U.S. Wage Inequality: Revising the Revisionists.” Review of Economics and Statistics 90(2):300–23.
    OpenUrlCrossRefWeb of Science
  8. ↵
    1. Avery Christopher,
    2. Hoxby Caroline M.
    2004. “Do and Should Financial Aid Packages Affect Students’ College Choices?” In College Choices: The Economics of Where to Go, When to Go, and How to Pay for It, ed. Hoxby Caroline M., 239–301. Chicago: University of Chicago Press.
  9. ↵
    1. Bitler Marianne P.,
    2. Gelbach Jonah B.,
    3. Hoynes Hilary W.
    2006. “What Mean Impacts Miss: Distributional Effects of Welfare Reform Experiments.” American Economic Review 96(4):988–1012.
    OpenUrlCrossRefWeb of Science
  10. ↵
    1. Black Dan A.,
    2. Smith Jeffrey A.
    2004. “How Robust Is the Evidence on the Effects of College Quality? Evidence from Matching.” Journal of Econometrics 121(1–2):99–124.
    OpenUrlCrossRefWeb of Science
  11. ↵
    1. Black Dan A.,
    2. Smith Jeffrey A.
    2006. “Estimating the Returns to College Quality with Multiple Proxies for Quality.” Journal of Labor Economics 24(3):701–28.
    OpenUrlCrossRefWeb of Science
  12. ↵
    1. Bound John,
    2. Lovenheim Michael F.,
    3. Turner Sarah
    2010. “Why Have College Completion Rates Declined? An Analysis of Changing Student Preparation and Collegiate Resources.” American Economic Journal: Applied Economics 2(3):1–31.
    OpenUrl
    1. Bound John,
    2. Lovenheim Michael F.,
    3. Turner Sarah
    2012. “Increasing Time to Baccalaureate Degree in the United States.” Education Finance and Policy 7(4):375–424.
    OpenUrlCrossRef
  13. ↵
    1. Brewer Dominik,
    2. Eide Eric,
    3. Ehrenberg Ronald
    1999. “Does it Pay to Attend an Elite Private College? Cross-Cohort Evidence on the Effects of College Type on Earnings.” Journal of Human Resources 34(1):104–23.
    OpenUrlCrossRefWeb of Science
  14. ↵
    1. Card David
    1999. “The Causal Effect of Education on Earnings.” In Handbook of Labor Economics, Volume 3A, ed. Ashenfelter Orley C., Card David, 1801–63. Amsterdam: Elsevier.
  15. ↵
    1. Carneiro Pedro,
    2. Hansen Karsten T.,
    3. Heckman James J.
    2003. “Estimating Distributions of Counterfactuals with an Application to the Returns to Schooling and Measurement of the Effect of Uncertainty on Schooling Choice.” International Economic Review 44(2):361–422.
    OpenUrlCrossRefWeb of Science
  16. ↵
    1. Chernozhukov Victor,
    2. Hansen Christian
    2005. “An IV Model of Quantile Treatment Effects.” Econometrica 73(1):245–61.
    OpenUrlCrossRefWeb of Science
  17. ↵
    1. Dale Stacey Berg,
    2. Krueger Alan B.
    2002. “Estimating the Payoff to Attending A More Selective College: An Application of Selection on Observables and Unobservables.” Quarterly Journal of Economics 117(4):1491–527.
    OpenUrlCrossRefWeb of Science
  18. ↵
    1. Dale Stacey Berg,
    2. Krueger Alan B.
    2014. “Estimating the Return to College Selectivity over the Career Using Administrative Earnings Data.” Journal of Human Resources 49(2):323–58.
    OpenUrlAbstract/FREE Full Text
  19. ↵
    1. Dillon Eleanor,
    2. Smith Jeffrey
    2013. “The Determinants of Mismatch Between Students and Colleges.” NBER Working Paper 19286.
  20. ↵
    1. DiNardo John,
    2. Fortin Nicole,
    3. Lemieux Thomas
    1996. “Labor Market Institutions and the Distribution of Wages, 1973–1992: A Semiparametric Approach.” Econometrica 64(5):1001–44.
    OpenUrlCrossRefWeb of Science
  21. ↵
    1. Doksum Kjell
    1974. “Empirical Probability Plots and Statistical Inference for Nonlinear Models in the Two-Sample Case.” The Annals of Statistics 2(2):267–77.
    OpenUrlCrossRef
  22. ↵
    1. Firpo Sergio
    2007. “Efficient Semiparametric Estimation of Quantile Treatment Effects.” Econometrica 75(1):259–76.
    OpenUrlCrossRefWeb of Science
  23. ↵
    1. Firpo Sergio,
    2. Fortin Nicole,
    3. Lemieux Thomas
    2011. “Decomposition Methods in Economics.” In Handbook of Labor Economics, Volume 4A, ed. Ashenfelter Orley, Card David, 1–102. Amsterdam: Elsevier.
  24. ↵
    1. Flores Carlos A.,
    2. Mitnik Oscar A.
    2013. “Evaluating Nonexperimental Estimators for Multiple Treatments: Evidence from Experimental Data.” Review of Economics and Statistics 95(5):1691–707.
    OpenUrlCrossRef
  25. ↵
    1. Goldin Claudia Dale,
    2. Katz Lawrence F.
    2008. The Race Between Education and Technology. Cambridge: Harvard University Press.
  26. ↵
    1. Hoekstra Mark
    2009. “The Effect of Attending the State Flagship University on Earnings: A Discontinuity-Based Approach.” Review of Economics and Statistics 91(4):717–24.
    OpenUrlCrossRef
  27. ↵
    1. Heckman James J.,
    2. Smith Jeffrey,
    3. Clements Nancy
    1997. “Making the Most Out of Programme Evaluations and Social Experiments: Accounting for Heterogeneity in Programme Impacts.” Review of Economic Studies 64(4):487–537.
    OpenUrlCrossRefWeb of Science
  28. ↵
    1. Hoxby Caroline M.
    2009. “The Changing Selectivity of American Colleges.” Journal of Economic Perspectives 23(4):95–118.
    OpenUrlCrossRefWeb of Science
  29. ↵
    1. Jacobson Louis,
    2. LaLonde Robert,
    3. Sullivan Daniel G.
    2005. “Estimating the Returns to Community College Schooling for Displaced Workers.” Journal of Econometrics 125(1–2):271–304.
    OpenUrlCrossRefWeb of Science
  30. ↵
    1. Jepsen Christopher,
    2. Troske Kenneth,
    3. Coomes Paul
    2014. “The Labor-Market Returns to Community College Degrees, Diplomas, and Certificates.” Journal of Labor Economics 32(1):95–121.
    OpenUrlCrossRefWeb of Science
  31. ↵
    1. Kane Thomas J.,
    2. Rouse Cecilia Elena
    1995. “Labor-Market Returns to Two-and Four-Year College.” American Economic Review 85(3):600–14.
    OpenUrlWeb of Science
  32. ↵
    1. Koenker Roger,
    2. Bassett Gilbert Jr.
    1978. “Regression Quantiles.” Econometrica 46(1):33–50.
    OpenUrlCrossRefWeb of Science
  33. ↵
    1. Lehmann Erich L.
    1974. Nonparametrics: Statistical Methods Based on Ranks. San Francisco: Holden-Day.e
  34. ↵
    1. Long Bridget Terry
    2004. “How Have College Decisions Changed Over Time? An Application of the Conditional Logistic Choice Model.” Journal of Econometrics 121(1–2):271–96.
    OpenUrlCrossRefWeb of Science
  35. ↵
    1. Lovenheim Michael F.,
    2. Lockwood Reynolds C.
    2013. “The Effect of Housing Wealth on College Choice: Evidence from the Housing Boom.” Journal of Human Resources 48(1):1–35.
    OpenUrlAbstract/FREE Full Text
  36. ↵
    1. Reynolds C. Lockwood
    2012. “Where to Attend? Estimating the Effects of Beginning College at a Two-Year Institution.” Economics of Education Review 31(4):345–62.
    OpenUrlCrossRef
  37. ↵
    1. Rouse Cecilia E.
    1995. “Democratization or Diversion? The Effect of Community Colleges on Educational Attainment.” Journal of Business and Economic Statistics 13(2):217–24.
    OpenUrlCrossRef
  38. ↵
    1. Smith Jeffrey A.,
    2. Todd Petra E.
    2005. “Does Matching Overcome LaLonde’s Critique of Nonexperimental Estimators?” Journal of Econometrics 125(1–2):305–53.
    OpenUrlCrossRefWeb of Science
  39. ↵
    1. Wiswall Matthew,
    2. Zafar Basit
    2011. “Determinants of College Major Choice: Identification Using an Information Experiment.” Institute for Education and Social Policy (IESP) Working Paper Number 02–11. Available at http://ssrn.com/abstract=1896516.
  40. ↵
    1. Zimmerman Seth
    2014. “The Returns to College Admissions for Academically Marginal Students.” Journal of Labor Economics 32(4):711–54.
    OpenUrlCrossRef
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Journal of Human Resources: 51 (1)
Journal of Human Resources
Vol. 51, Issue 1
1 Jan 2016
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Quantile Treatment Effects of College Quality on Earnings
Rodney J. Andrews, Jing Li, Michael F. Lovenheim
Journal of Human Resources Jan 2016, 51 (1) 200-238; DOI: 10.3368/jhr.51.1.200

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Quantile Treatment Effects of College Quality on Earnings
Rodney J. Andrews, Jing Li, Michael F. Lovenheim
Journal of Human Resources Jan 2016, 51 (1) 200-238; DOI: 10.3368/jhr.51.1.200
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