The Long-Run Impacts of Financial Aid: Evidence from California’s Cal Grant
Open accessAbstract
We examine the long-term impacts of California’s state-based financial aid by tracking educational and labor force outcomes for up to 14 years after high school graduation. We identify program impacts by exploiting variation in eligibility rules using GPA and family income cutoffs that are ex ante unknown to applicants. Aid eligibility increases undergraduate and graduate degree completion, and for some subgroups, raises longer-run annual earnings and the likelihood that young adults reside in California. These findings suggest that the net cost of financial aid programs may frequently be overstated, though our results are too imprecise to provide exact cost-benefit estimates. (JEL H75, I21, I22, I23, I26, I28)
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Bettinger et al. (2019) find no significant effects for higher-income, higher-GPA students bound by the Cal Grant income cutoff.
“For the higher-income, higher-GPA students bound by the income cutoff, they find no significant effects.”
From College Costs, Financial Aid, and Student Decisions (2022) · cites this paper as Bettinger et al., 2019
In A. College Attendance and Completion (page unavailable), the paper reports that degree-completion effects at the income threshold were not statistically significant at the 5 percent level. But the same section reports a statistically significant 5.6-percentage-point increase in private-college attendance and significant decreases in public-college attendance. Thus, 'no significant effects' is too broad. (LLM, conf=0.90)
Experimental — accuracy not yet measuredThe evidence on heterogeneity by students' incoming academic performance and race/ethnicity is not entirely consistent, but is suggestive of possibly larger effects for lower-achieving and/or minoritized groups.
“The evidence on heterogeneity by students' incoming academic performance and race/ethnicity is not entirely consistent, but is suggestive of possibly larger effects for lower-achieving and/or minoritized groups.”
From College Costs, Financial Aid, and Student Decisions (2022) · cites this paper as Bettinger et al. 2019
The Cost-Benefit Discussion reports a larger response for lower-income students with modest GPAs, supporting the cautious suggestion about lower-achieving students. The Results describe differences between groups at the GPA and income eligibility thresholds, which also differ in income; the passages do not establish an effect of academic performance alone. No passage found in our copy reports effects by race or ethnicity (searched: racial and ethnic groups, Black, Hispanic, and minority students). (LLM, conf=0.85)
Experimental — accuracy not yet measuredThe evidence on heterogeneity by family income is suggestive of larger effects for low-income students, all else equal.
“The evidence on heterogeneity by family income is suggestive of larger effects for low-income students, all else equal.”
From College Costs, Financial Aid, and Student Decisions (2022) · cites this paper as Bettinger et al., 2019
The Cost-Benefit Discussion reports a larger response among lower-income, modest-GPA students, supporting a suggestive difference. But the Results section says the comparison groups differ in both income and academic preparation, so it does not establish a larger effect by family income *all else equal*. (LLM, conf=0.84)
Experimental — accuracy not yet measuredBettinger et al. (2019) find positive effects on BA completion, graduate degree completion, and post-college earnings for lower-income, lower-GPA students bound by the Cal Grant GPA cutoff.
“For the lower-income, lower-GPA students bound by the GPA cutoff, they find positive effects on BA completion, graduate degree completion, and post-college earnings.”
From College Costs, Financial Aid, and Student Decisions (2022) · cites this paper as Bettinger et al., 2019
Several studies find larger effects for lower-achieving students.
“Several studies find larger effects for lower-achieving students (including Angrist, Autor, & Pallais, 2021;Carruthers, Fox, & Jepsen 2020;Bettinger et al. 2019)”
From College Costs, Financial Aid, and Student Decisions (2022) · cites this paper as Bettinger et al. 2019
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Chu, Y.-W. L., & Cuffe, H. E. (2024) · Review of Economics and Statistics · doi:10.1162/rest_a_01144 · Cited by 8 · see citing works
Student Loans and Social MobilityPreprint
Ebrahimian, M. (2020) · SSRN Electronic Journal · doi:10.2139/ssrn.3680159 · Cited by 7 · see citing works
Keep Me In, Coach: The Short- and Long-Term Effects of Targeted Academic Coaching
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Wright, N. A. (2021) · Journal of Development Economics · doi:10.1016/j.jdeveco.2020.102617 · Cited by 7 · see citing works
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Merit Aid, Student Mobility, and the Role of College SelectivityPreprint
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Firoozi, D. (2022) · Economics of Education Review · doi:10.1016/j.econedurev.2021.102221 · Cited by 6 · see citing works
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Driven Away: The Relationship Between Gasoline Prices and Community College Student Retention
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Experimental Estimates of College Coaching on Postsecondary Re-enrollment
Turner, L., & Gurantz, O. (2024) · National Bureau of Economic Research · doi:10.3386/w32122 · Cited by 4 · see citing works
Self-citationExperimental Estimates of College Coaching on Postsecondary Reenrollment
Turner, L. J., & Gurantz, O. (2024) · Education Finance and Policy · doi:10.1162/edfp_a_00430 · Cited by 3 · see citing works
Self-citationThe limited impact of free college policies
Ferreyra, M. M., Garriga, C., Martin-Ocampo, J. D., & Díaz, A. M. S. (2024) · European Economic Review · doi:10.1016/j.euroecorev.2024.104800 · Cited by 4 · see citing works
Li, X., & Mu, Y. (2024) · Sustainability · doi:10.3390/su16135803 · Cited by 3 · see citing works
Kenedi, G. (2023) · SSRN Electronic Journal · doi:10.2139/ssrn.4344580 · Cited by 3 · see citing works
Chu, Y. L., & Cuffe, H. E. (2020) · SSRN Electronic Journal · doi:10.2139/ssrn.3567487 · Cited by 2 · see citing works
Chan, R. Y. (2019) · SSRN Electronic Journal · doi:10.2139/ssrn.3319082 · Cited by 2 · see citing works
Beyond degrees: Longer term outcomes of the Kalamazoo Promise
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Belzil, C., & Pernaudet, J. (2023) · doi:10.54932/pylf4150 · Cited by 2 · see citing works
A Family Affair: The Effects of College on Parent and Student Finances
Bhargava, P., Black, S., Denning, J. T., Fairlie, R. W., & Gurantz, O. (2025) · National Bureau of Economic Research · doi:10.3386/w33497 · Cited by 2 · see citing works
Self-citation“Prior-Prior Year” FAFSA Increased Aid Submissions but Likely not Enrollment
Bettinger, E., Gurantz, O., Lee, M. G. L., & Long, B. T. (2022) · Research in Higher Education · doi:10.1007/s11162-022-09720-9 · Cited by 1 · see citing works
Self-citationMerit-based scholarships for university graduates: A generation of Italian economists
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Improving Opportunities for Hispanic Students in Postbaccalaureate Education
Murphy, M. (2025) · Journal of Hispanic Higher Education · doi:10.1177/15381927251339763 · Cited by 1 · see citing works
The effects of need‐based financial aid on educational decisions and outcomes: Evidence from Canada
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How Do Place-Based Scholarships Affect Student Borrowing and Academic Outcomes? Lessons from Atlanta
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Núñez, A. J., Zamudio-Orozco, L., Mendoza, J., & Leyva, M. (2026) · Journal of First-generation Student Success · doi:10.1080/26906015.2026.2630968 · Cited by 1 · see citing works
Desempeño Académico de Estudiantes Universitarios con Ayudas Financieras: Una Revisión de Literatura
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The Future of New Jersey's Tuition Aid Grant: A Review of Options and Evidence
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éxito de los pilos: un estudio de caso
Meisel-Roca, A., & Serrano, Á. G. (2022) · Revista de Economía del Rosario · doi:10.12804/revistas.urosario.edu.co/economia/a.11409 · Cited by 1 · see citing works
How Institutional Financial Aid Relates to College Performance: A European Context
de Sivatte, I., & Gabaldón, P. (2025) · British Journal of Management · doi:10.1111/1467-8551.12899 · Cited by 2 · see citing works
To Give or to Take: Exploring Effects of Reductions in Pell Lifetime Eligibility
Sparks, D. (2025) · The Journal of Higher Education · doi:10.1080/00221546.2024.2385113 · Cited by 1 · see citing works
Raising College Access and Completion: How Much Can Free College Help?
Ferreyra, M. M., Garriga, C., Martin-Ocampo, J. D., & Díaz, A. M. S. (2021) · doi:10.32468/be.1155 · Cited by 1 · see citing works
Awards Are Career Catalysts for Young Talents in Highly Competitive Job MarketsPreprint
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ESSAYS ON EDUCATION: SUBSIDIES TO HIGHER EDUCATION, MAJOR CHOICE, AND THE IMPACT OF WATER SCARCITY
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Keep Me In, Coach: The Short- and Long-Term Effects of Targeted Academic Coaching.Preprint
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Digging Deep: Resource Exploitation and Higher Education
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Raising College Access and Completion: How Much Can Free College Help?
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Rising College Access and Completion : How Much can Free College Help ?
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Medium-Run Effects of Student Loans on Debt HoldingsPreprint
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Making College Affordable? The Impacts of Tuition Freezes and CapsPreprint
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Self-citationMatching Pell Grants: Implications for College Debt and Parental Transfers
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The Impact of Financial Aid Programmes on Access to Higher Education in Ugandan Universities
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Balancing Study and Work: Heterogeneous Impact of the Bologna Reform on the Labour Market
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Stories of Graduate School Students at Risk of Dropping Out (GS-SARDOs) In Maasim 2 District
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Reducing Inequality by Correcting Misperceptions: Experimental Evidence on Student Aid Take-UpPreprint
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Harris, D. N., & Mills, J. (2025) · American Economic Journal Economic Policy · doi:10.1257/pol.20230100
Tertiary Education Completion and Financial Aid Assistance: Evidence from an Information ExperimentPreprint
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- Authors
- Bettinger, E., Gurantz, O., Kawano, L., Sacerdote, B., & Stevens, M.
- Affiliations
- Stanford University (US)
- University of Missouri (US)
- University of Michigan (US)
- Dartmouth College (US)
- United States Department of the Treasury (US)
- Venue
- American Economic Journal: Economic Policy
- Publisher
- American Economic Association
- Published
- 2019-02-01
- Volume
- 11
- Issue
- 1
- Pages
- 64-94
- ISSN
- 1945-7731 (ISSN-L)
- 1945-774X
- OpenAlex
- W2913202492
- Cited by
- 110
- References
- 40
- Citations by year
- 2026: 8 · 2025: 19 · 2024: 11 · 2023: 11 · 2022: 17 · 2021: 17 · 2020: 15 · 2019: 9 · 2018: 2 · 2013: 1
- FWCI
- 39.12
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- American Economic Journal Economic Policy (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Funders
- Smith Richardson Foundation
- Sid W. Richardson Foundation
- Spencer Foundation
- Williams College
- U.S. Department of the Treasury
- Federal Student Aid
- Institute of Education Sciences (#R305B090016)
- Topics
- Social Sciences › Education › Higher Education Research Studies
- Social Sciences › Education › School Choice and Performance
- Social Sciences › Sociology and Political Science › Intergenerational and Educational Inequality Studies
- Keywords
- state financial aid, student aid eligibility, graduation, earnings, college persistence, California
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