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Are Some Degrees Worth More than Others? Evidence from College Admission Cutoffs in Chile

Author

Listed:
  • Justine S. Hastings

    (Brown University)

  • Christopher A. Neilson

    (Yale University)

  • Seth D. Zimmerman

    (Princeton University)

Abstract
Understanding how returns to higher education vary across degree programs is critical for effective higher education policy. Yet there is little evidence as to whether all degrees improve labor market outcomes, and whether they do so for students from different types of backgrounds. We combine administrative and archival data from Chile with score-based admissions rules at more than 1,100 degree programs to study how the long-run earnings effects of college admission depend on selectivity, field of study, and student characteristics. Our data link admissions outcomes for 30 cohorts of college applicants to administrative records of labor market outcomes up to 30 years post-application. We estimate regression discontinuity specifications for each degree, and describe how threshold-crossing effects vary by degree type. In addition, we use variation in admissions outcomes driven by threshold-crossing to estimate a simple model that maps our discontinuity estimates into causal effects of admission by degree. Observed choice and survey data indicate that the assumptions underlying this model are consistent with student behavior. We find that returns are heterogeneous, with large, positive returns to highly selective degrees and degrees in health, science, and social science fields. Returns to selectivity do not vary by student socioeconomic status. Our findings suggest a role for policies that guide students toward higher-return degrees, such as targeted loans and better college preparation for students from low-income backgrounds.

Suggested Citation

  • Justine S. Hastings & Christopher A. Neilson & Seth D. Zimmerman, 2014. "Are Some Degrees Worth More than Others? Evidence from College Admission Cutoffs in Chile," Working Papers 2014-5, Princeton University. Economics Department..
  • Handle: RePEc:pri:econom:2014-5
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    1. Bertrand, Marianne, 2011. "New Perspectives on Gender," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 17, pages 1543-1590, Elsevier.
    2. Lawrence F. Katz & Kevin M. Murphy, 1992. "Changes in Relative Wages, 1963–1987: Supply and Demand Factors," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(1), pages 35-78.
    3. Arcidiacono, Peter & Hotz, V. Joseph & Kang, Songman, 2012. "Modeling college major choices using elicited measures of expectations and counterfactuals," Journal of Econometrics, Elsevier, vol. 166(1), pages 3-16.
    4. David J. Deming & Claudia Goldin & Lawrence F. Katz, 2012. "The For-Profit Postsecondary School Sector: Nimble Critters or Agile Predators?," Journal of Economic Perspectives, American Economic Association, vol. 26(1), pages 139-164, Winter.
    5. Joshua D. Angrist, 2004. "Treatment effect heterogeneity in theory and practice," Economic Journal, Royal Economic Society, vol. 114(494), pages 52-83, March.
    6. Caroline Hoxby & Christopher Avery, 2013. "The Missing "One-Offs": The Hidden Supply of High-Achieving, Low-Income Students," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 44(1 (Spring), pages 1-65.
    7. Arcidiacono, Peter, 2004. "Ability sorting and the returns to college major," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 343-375.
    8. A. Colin Cameron & Jonah B. Gelbach & Douglas L. Miller, 2008. "Bootstrap-Based Improvements for Inference with Clustered Errors," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 414-427, August.
    9. Atila Abdulkadiroğlu & Joshua Angrist & Parag Pathak, 2014. "The Elite Illusion: Achievement Effects at Boston and New York Exam Schools," Econometrica, Econometric Society, vol. 82(1), pages 137-196, January.
    10. James J. Heckman & Sergio Urzua & Edward Vytlacil, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," The Review of Economics and Statistics, MIT Press, vol. 88(3), pages 389-432, August.
    11. David J. Deming & Justine S. Hastings & Thomas J. Kane & Douglas O. Staiger, 2014. "School Choice, School Quality, and Postsecondary Attainment," American Economic Review, American Economic Association, vol. 104(3), pages 991-1013, March.
    12. Alex Solis, 2017. "Credit Access and College Enrollment," Journal of Political Economy, University of Chicago Press, vol. 125(2), pages 562-622.
    13. Joseph G. Altonji & Erica Blom & Costas Meghir, 2012. "Heterogeneity in Human Capital Investments: High School Curriculum, College Major, and Careers," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 185-223, July.
    14. Braun Sebastian & Dwenger Nadja & Kübler Dorothea, 2010. "Telling the Truth May Not Pay Off: An Empirical Study of Centralized University Admissions in Germany," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 10(1), pages 1-38, March.
    15. Imbens, Guido W. & Lemieux, Thomas, 2008. "Regression discontinuity designs: A guide to practice," Journal of Econometrics, Elsevier, vol. 142(2), pages 615-635, February.
    16. Marianne Bertrand & Claudia Goldin & Lawrence F. Katz, 2010. "Dynamics of the Gender Gap for Young Professionals in the Financial and Corporate Sectors," American Economic Journal: Applied Economics, American Economic Association, vol. 2(3), pages 228-255, July.
    17. Brian Jacob & Brian McCall & Kevin Stange, 2018. "College as Country Club: Do Colleges Cater to Students’ Preferences for Consumption?," Journal of Labor Economics, University of Chicago Press, vol. 36(2), pages 309-348.
    18. Gordon C. Winston, 1999. "Subsidies, Hierarchy and Peers: The Awkward Economics of Higher Education," Journal of Economic Perspectives, American Economic Association, vol. 13(1), pages 13-36, Winter.
    19. Davidson, Russell & MacKinnon, James G., 2010. "Wild Bootstrap Tests for IV Regression," Journal of Business & Economic Statistics, American Statistical Association, vol. 28(1), pages 128-144.
    20. 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 410-442, June.
    21. Bound, John & Turner, Sarah, 2007. "Cohort crowding: How resources affect collegiate attainment," Journal of Public Economics, Elsevier, vol. 91(5-6), pages 877-899, June.
    22. Stacy Dale & Alan B. Krueger, "undated". "Estimating the Return to College Selectivity Over the Career Using Administrative Earning Data," Mathematica Policy Research Reports d76ec29a0bbb4b1bb9d285b5a, Mathematica Policy Research.
    23. 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.
    24. Peter Arcidiacono & Patrick Bayer & Aurel Hizmo, 2010. "Beyond Signaling and Human Capital: Education and the Revelation of Ability," American Economic Journal: Applied Economics, American Economic Association, vol. 2(4), pages 76-104, October.
    25. Lynn Karoly & Gary Burtless, 1995. "Demographic change, rising earnings inequality, and the distribution of personal well-being, 1959–1989," Demography, Springer;Population Association of America (PAA), vol. 32(3), pages 379-405, August.
    26. Dan A. Black & Jeffrey A. Smith, 2006. "Estimating the Returns to College Quality with Multiple Proxies for Quality," Journal of Labor Economics, University of Chicago Press, vol. 24(3), pages 701-728, July.
    27. Bound, John & Johnson, George, 1992. "Changes in the Structure of Wages in the 1980's: An Evaluation of Alternative Explanations," American Economic Review, American Economic Association, vol. 82(3), pages 371-392, June.
    28. Gordon B. Dahl, 2002. "Mobility and the Return to Education: Testing a Roy Model with Multiple Markets," Econometrica, Econometric Society, vol. 70(6), pages 2367-2420, November.
    29. Sarah E. Turner & William G. Bowen, 1999. "Choice of Major: The Changing (Unchanging) Gender Gap," ILR Review, Cornell University, ILR School, vol. 52(2), pages 289-313, January.
    30. Patrick J. Bayer & Peter Arcidiacono & Aurel Hizmo, 2010. "Web Appendix: Beyond Signaling and Human Capital: Education and the Revelation of Ability," Working Papers 10-52, Duke University, Department of Economics.
    31. Öckert, Björn, 2010. "What's the value of an acceptance letter? Using admissions data to estimate the return to college," Economics of Education Review, Elsevier, vol. 29(4), pages 504-516, August.
    32. David S. Lee & Thomas Lemieux, 2010. "Regression Discontinuity Designs in Economics," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 281-355, June.
    33. Sarah R. Cohodes & Joshua S. Goodman, 2014. "Merit Aid, College Quality, and College Completion: Massachusetts' Adams Scholarship as an In-Kind Subsidy," American Economic Journal: Applied Economics, American Economic Association, vol. 6(4), pages 251-285, October.
    34. Black, Dan A. & Smith, J.A.Jeffrey A., 2004. "How robust is the evidence on the effects of college quality? Evidence from matching," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 99-124.
    35. Monks, James, 2000. "The returns to individual and college characteristics: Evidence from the National Longitudinal Survey of Youth," Economics of Education Review, Elsevier, vol. 19(3), pages 279-289, June.
    36. Magali Beffy & Denis Fougère & Arnaud Maurel, 2012. "Choosing the Field of Study in Postsecondary Education: Do Expected Earnings Matter?," The Review of Economics and Statistics, MIT Press, vol. 94(1), pages 334-347, February.
    37. Long, Mark C., 2008. "College quality and early adult outcomes," Economics of Education Review, Elsevier, vol. 27(5), pages 588-602, October.
    38. Claudia Goldin & Lawrence F. Katz, 2008. "Transitions: Career and Family Life Cycles of the Educational Elite," American Economic Review, American Economic Association, vol. 98(2), pages 363-369, May.
    39. Justine S. Hastings & Brigitte C. Madrian & William L. Skimmyhorn, 2013. "Financial Literacy, Financial Education, and Economic Outcomes," Annual Review of Economics, Annual Reviews, vol. 5(1), pages 347-373, May.
    40. 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.
    41. Chen, Yan & Onur, Kesten, 2013. "From Boston to Chinese parallel to deferred acceptance: Theory and experiments on a family of school choice mechanisms," Discussion Papers, Research Unit: Market Behavior SP II 2013-205, WZB Berlin Social Science Center.
    42. Lena Lindahl & Håkan Regnér, 2005. "College Choice and Subsequent Earnings: Results Using Swedish Sibling Data," Scandinavian Journal of Economics, Wiley Blackwell, vol. 107(3), pages 437-457, September.
    43. Basit Zafar, 2013. "College Major Choice and the Gender Gap," Journal of Human Resources, University of Wisconsin Press, vol. 48(3), pages 545-595.
    44. McCrary, Justin, 2008. "Manipulation of the running variable in the regression discontinuity design: A density test," Journal of Econometrics, Elsevier, vol. 142(2), pages 698-714, February.
    45. Judith Scott-Clayton, 2012. "Information Constraints and Financial Aid Policy," NBER Working Papers 17811, National Bureau of Economic Research, Inc.
    46. Cristian Pop-Eleches & Miguel Urquiola, 2013. "Going to a Better School: Effects and Behavioral Responses," American Economic Review, American Economic Association, vol. 103(4), pages 1289-1324, June.
    47. Tomás Rau & Eugenio Rojas & Sergio Urzúa, 2013. "Loans for Higher Education: Does the Dream Come True?," NBER Working Papers 19138, National Bureau of Economic Research, Inc.
    48. Dominic J. Brewer & Eric R. Eide & Ronald G. Ehrenberg, 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, University of Wisconsin Press, vol. 34(1), pages 104-123.
    49. Mark Hoekstra, 2009. "The Effect of Attending the Flagship State University on Earnings: A Discontinuity-Based Approach," The Review of Economics and Statistics, MIT Press, vol. 91(4), pages 717-724, November.
    50. Robert Jensen, 2010. "The (Perceived) Returns to Education and the Demand for Schooling," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(2), pages 515-548.
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    More about this item

    Keywords

    Chile; Education; College Admissions; Higher Education;
    All these keywords.

    JEL classification:

    • H52 - Public Economics - - National Government Expenditures and Related Policies - - - Government Expenditures and Education
    • I23 - Health, Education, and Welfare - - Education - - - Higher Education; Research Institutions
    • I24 - Health, Education, and Welfare - - Education - - - Education and Inequality
    • I25 - Health, Education, and Welfare - - Education - - - Education and Economic Development
    • I28 - Health, Education, and Welfare - - Education - - - Government Policy
    • 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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