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Skills, Schools, and Credit Constraints: Evidence from Massachusetts

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Author Info
Joshua Goodman () (Columbia University - Department of Economics)

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Abstract

Low college enrollment rates among low income students may stem from credit constraints, low academic skill, low quality schools, or some combination of these. Recent Massachusetts data allow the first use of school district fixed effects in the analysis of credit constraints, leading to four primary findings. First, Massachusetts' low income students have lower intended college enrollment rates than higher income students but also have dramatically lower skills and attend lower quality school districts. Second, inclusion of skill controls greatly reduces but does not eliminate the intended enrollment gap, with low income students seven percentage points less likely to intend enrollment than similarly skilled higher income students. Third, in districts where higher income students are plausibly unconstrained, inclusion of school district fixed effects does little to reduce intended enrollment gaps, with low income students nine percentage points less likely to intend enrollment than similarly skilled higher income students from the same school district. Fourth, low income students in the middle and upper parts of the skill distribution appear the most constrained, particularly with respect to four-year public colleges. State governments could use the methods employed here to identify credit constrained student populations in order to target financial aid more efficiently.

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Paper provided by Columbia University, Department of Economics in its series Discussion Papers with number 0809-03.

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Date of creation: 2008
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Handle: RePEc:clu:wpaper:0809-03

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  1. Stephen V. Cameron & James J. Heckman, 2001. "The Dynamics of Educational Attainment for Black, Hispanic, and White Males," Journal of Political Economy, University of Chicago Press, vol. 109(3), pages 455-499, June. [Downloadable!] (restricted)
  2. Kane, Thomas J, 1994. "College Entry by Blacks since 1970: The Role of College Costs, Family Background, and the Returns to Education," Journal of Political Economy, University of Chicago Press, vol. 102(5), pages 878-911, October. [Downloadable!] (restricted)
  3. Joshua Goodman, 2007. "Who merits financial aid? Massachusetts? Adams scholarship," Discussion Papers 0607-13, Columbia University, Department of Economics. [Downloadable!]
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  4. Bhaskar Mazumder, 2003. "Family resources and college enrollment," Economic Perspectives, Federal Reserve Bank of Chicago, issue Q IV, pages 30-41. [Downloadable!]
  5. Stephen V. Cameron & Christopher Taber, 2004. "Estimation of Educational Borrowing Constraints Using Returns to Schooling," Journal of Political Economy, University of Chicago Press, vol. 112(1), pages 132-182, February. [Downloadable!] (restricted)
  6. Card, David, 1999. "The causal effect of education on earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 30, pages 1801-1863 Elsevier. [Downloadable!] (restricted)
  7. Lance J. Lochner & Alexander Monge-Naranjo, 2008. "The Nature of Credit Constraints and Human Capital," NBER Working Papers 13912, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  8. Philippe Belley & Lance Lochner, 2007. "The Changing Role of Family Income and Ability in Determining Educational Achievement," Journal of Human Capital, University of Chicago Press, vol. 1(1), pages 37-89. [Downloadable!]
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  9. Peter Arcidiacono & Patrick Bayer & Aurel Hizmo, 2008. "Beyond Signaling and Human Capital: Education and the Revelation of Ability," NBER Working Papers 13951, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  10. Pedro Carneiro & James J. Heckman, 2002. "The Evidence on Credit Constraints in Post-Secondary Schooling," NBER Working Papers 9055, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  11. Michael S. Christian, 2007. "Liquidity constraints and the cyclicality of college enrollment in the United States," Oxford Economic Papers, Oxford University Press, vol. 59(1), pages 141-169, January. [Downloadable!] (restricted)
  12. Jesse Rothstein & Cecilia Elena Rouse, 2007. "Constrained After College: Student Loans and Early Career Occupational Choices," NBER Working Papers 13117, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  13. Susan Dynarski, 2002. "The Behavioral and Distributional Implications of Aid for College," American Economic Review, American Economic Association, vol. 92(2), pages 279-285, May. [Downloadable!]
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