Price Regulation, Price Discrimination, and Equality of Opportunity in Higher Education: Evidence from Texas
Open accessAbstract
We assess the importance of price regulation and price discrimination to low-income students’ access to opportunities in public higher education. In 2003, Texas shifted tuition-setting authority away from the state legislature to public universities themselves. In response, most institutions raised sticker prices and many began charging more for high-earning majors, such as business and engineering. We find that poor students actually shifted toward higher earning programs following deregulation, relative to non-poor students. Deregulation facilitated more price discrimination through increased grant aid and enabled supply-side enhancements, which may have partially shielded poor students from higher sticker prices. (JEL D63, H75, I22, I23, I24, I28, I32)
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Improvements in institutional resources combined with well-designed aid programs can lead to improved postsecondary access even when sticker prices go up.
“Evidence suggests that improvements in institutional resources, combined with well-designed aid programs, can lead to improved postsecondary access even when sticker prices go up (Andrews & Stange, 2019;Murphy, Scott-Clayton, & Wyness, 2019).”
From College Costs, Financial Aid, and Student Decisions (2022) · cites this paper as Andrews & Stange, 2019
The opening passage and Conclusion report that increased grant aid and program resources helped low-income students access higher-earning Texas university programs despite higher sticker prices. The Conclusion also says the changes were concentrated in students’ choice of institution, rather than whether they enrolled in college at all. The source therefore supports improved access to particular postsecondary opportunities, not a general increase in postsecondary enrollment. (LLM, conf=0.83)
Experimental — accuracy not yet measuredTuition deregulation led to both increases in need-based aid and increases in program quality.
“They find evidence that tuition deregulation led to both increases in need-based aid and increases in program quality, both of which could contribute to improvements in access for low-income students.”
From College Costs, Financial Aid, and Student Decisions (2022) · cites this paper as Andrews and Stange (2019)
The Texas tuition deregulation had no effect on overall enrollment for poor students, and actually increased enrollment of poor students at higher-quality programs.
“Yet the change had no effect on overall enrollment for poor students, and actually increased enrollment of poor students at higherquality programs (despite larger price increases for these programs).”
From College Costs, Financial Aid, and Student Decisions (2022) · cites this paper as Andrews and Stange (2019)
After Texas deregulated public university tuition prices, tuition prices increased substantially overall, as did the variation in tuition prices across programs.
“Tuition prices increased substantially overall, as did the variation in tuition prices across programs.”
From College Costs, Financial Aid, and Student Decisions (2022) · cites this paper as Andrews and Stange (2019)
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References 32 · Cited by 35
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- Abadie, Alberto, Alexis Diamond, and Jens Hainmueller. 2010. "Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California's Tobacco Control Program." Journal of the American Statistical Association 105 (490): 493-505.
- Altonji, Joseph G., Erica Blom, and Costas Meghir. 2012. "Heterogeneity in Human Capital Investments: High School Curriculum, College Major, and Careers." Annual Review of Economics 4 (1): 185-223.
- Andrews, Rodney J., Jing Li, and Michael F. Lovenheim. 2016. "Quantile Treatment Effects of College Quality on Earnings: Evidence from Administrative Data in Texas." Journal of Human Resources 51 (1): 200-238.
- Andrews, Rodney J., Vimal Ranchhod, and Viji Sathy. 2010. "Estimating the Responsiveness of College Applications to the Likelihood of Acceptance and Financial Assistance: Evidence from Texas." Economics of Education Review 29 (1): 104-15.
- Andrews, Rodney J., and Kevin M. Stange. 2019. "Price Regulation, Price Discrimination, and Equality of Opportunity in Higher Education: Evidence from Texas: Dataset." American Economic Journal: Economic Policy. https://doi.org/10.1257/pol.20170306.
- Bailey, Martha J., and Susan M. Dynarski. 2011. "Chapter 6-Inequality in Postsecondary Education." In Wither Opportunity? Rising Inequality, Schools, and Children's Life Chances, edited by Greg J. Duncan and Richard J. Murnane, 117-32. New York: Russell Sage Foundation.
- Barr, Andrew, and Sarah E. Turner. 2013. "Expanding Enrollments and Contracting State Budgets: The Effect of the Great Recession on Higher Education." ANNALS of the American Academy of Political and Social Science 650 (1): 168-93.
- Beffy, Magali, Denis Fougère, and Arnaud Maurel. 2012. "Choosing the Field of Study in Postsecondary Education: Do Expected Earnings Matter?" Review of Economics and Statistics 94 (1): 334-47.
- Bound, John, Michael F. Lovenheim, and Sarah Turner. 2010. "Why Have College Completion Rates Declined? An Analysis of Changing Student Preparation and Collegiate Resources." American Economic Journal: Applied Economics 2 (3): 129-57.
- Cameron, A. Colin, Jonah B. Gelbach, and Douglas L. Miller. 2008. "Bootstrap-Based Improvements for Inference with Clustered Errors." Review of Economics and Statistics 90 (3): 414-27.
- Castleman, Benjamin L., and Bridget Terry Long. 2016. "Looking beyond Enrollment: The Causal Effect of Need-Based Grants on College Access, Persistence, and Graduation." Journal of Labor Economics 34 (4): 1023-73.
- Dale, Stacy Berg, and Alan B. Krueger. 2002. "Estimating the Payoff to Attending a More Selective College: An Application of Selection on Observables and Unobservables." Quarterly Journal of Economics 107 (4): 1491-1527.
- Dillon, Eleanor Wiske, and Jeffrey Andrew Smith. 2017. "Determinants of the Match between Student Ability and College Quality." Journal of Labor Economics 35 (1): 45-66.
- Dynarski, Susan. 2000. "Hope for Whom? Financial Aid for the Middle Class and Its Impact on College Attendance." National Tax Journal 53 (3): 629-61.
- Epple, Dennis, Richard Romano, and Holger Sieg. 2006. "Admission, Tuition, and Financial Aid Policies in the Market for Higher Education." Econometrica 74 (4): 885-928.
- Fillmore, Ian. 2014. "Price Discrimination and Public Policy in the U.S. College Market." https://pdfs. semanticscholar.org/1c78/ad33df080786e43f643a82882ebadaa41350.pdf.
- Flores, Stella M. 2010. "The First State Dream Act: In-State Resident Tuition and Immigration in Texas." Educational Evaluation and Policy Analysis 32 (4): 435-55.
- Flores, Stella M., and Justin C. Shepard. 2014. "Pricing Out the Disadvantaged? The Effect of Tuition Deregulation in Texas Public Four-Year Institutions." ANNALS of the American Academy of Political and Social Science 655: 99-122.
- Hemelt, Steven W., and Dave E. Marcotte. 2011. "The Impact of Tuition Increases on Enrollment at Public Colleges and Universities." Educational Evaluation and Policy Analysis 33 (4): 435-57.
- Hoekstra, Mark. 2009. "The Effect of Attending the Flagship State University on Earnings: A Discontinuity-Based Approach." Review of Economics and Statistics 91 (4): 717-24.
- Hoxby, Caroline M. 2009. "The Changing Selectivity of American Colleges." Journal of Economic Perspectives 23 (4): 95-118.
- Huntington-Kline, Nick. 2016 "'(Un)informed College and Major Choice': Verification in an Alternate Setting." Economics of Education Review 53: 159-63.
- Jacob, Brian, Brian McCall, and Kevin Stange. 2018. "College as Country Club: Do Colleges Cater to Students' Preferences for Consumption?" Journal of Labor Economics 36 (2): 309-48.
- Kim, Jeongeun, and Kevin Stange. 2016. "Pricing and University Autonomy: The Case of Tuition Deregulation in Texas." RSF: The Russell Sage Foundation Journal of the Social Sciences 2 (1): 112-46.
- 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.
- Long, Mark C., Victor Saenz, and Marta Tienda. 2010. "Policy Transparency and College Enrollment: Did the Texas Top Ten Percent Law Broaden Access to the Public Flagships?" ANNALS of the American Academy of Political and Social Science 627 (1): 82-105.
- Lowry, Robert C. 2001. "Governmental Structure, Trustee Selection, and Public University Prices and Spending: Multiple Means to Similar Ends." American Journal of Political Science 45 (4): 845-61.
- Michelmore, Katerine, and Susan Dynarskhi. 2017. "The Gap Within the Gap: Using Longitudinal Data to Understand Income Differences in Educational Outcomes." AERA Open 3 (1): 1-18.
- Rizzo, Michael J., and Ronald G. Ehrenberg. 2004. "Resident and Nonresident Tuition and Enrollment at State Flagship Universities." In College Choices: The Economics of Where to Go, When to Go, and How to Pay for It, edited by Caroline M. Hoxby, 303-54. Chicago: University of Chicago Press.
- Stange, Kevin M. 2015. "Differential Pricing in Undergraduate Education: Effects on Degree Production by Field." Journal of Policy Analysis and Management 34 (1): 107-35.
- Wiswall, Matthew, and Basit Zafar. 2015. "Determinants of College Major Choices: Identification Using an Information Experiment." Review of Economic Studies 82 (2): 791-824.
- Wolinsky, Asher. 1983. "Prices as Signals of Product Quality." Review of Economic Studies 50 (4): 647-58.
- Zimmerman, Seth D. 2014. "The Returns to College Admission for Academically Marginal Students." Journal of Labor Economics 32 (4): 711-54.
- Michael Lovenheim, Jonathan Smith. Returns to different postsecondary investments: Institution type, academic programs, and credentials 187-318. [Crossref] · DOI
- Dmitriy N. Panteleev, Anastasia A. Sozinova, Anatolii V. Kholkin. Comparison of Temporary State Price Regulation in the EAEU Member Countries 293-305. [Crossref] · DOI
- Anatolii V. Kholkin, Elena V. Sofiina, Nadezhda K. Savelyeva, Anastasia A. Sozinova. Problems of Temporary State Price Regulation in the EAEU 307-322. [Crossref] · DOI
- Susan Dynarski, Lindsay Page, Judith Scott-Clayton. College costs, financial aid, and student decisions . [Crossref] · DOI
- Zachary Bleemer, Aashish Mehta. 2022. Will Studying Economics Make You Rich? A Regression Discontinuity Analysis of the Returns to College Major. American Economic Journal: Applied Economics 14:2, 1-22. [Abstract] [View PDF article] [PDF with links] · DOI
- Yu Zhu, Lei Xu. Returns to Higher Education: Graduate and Discipline Premiums 1-20. [Crossref] · DOI
- Syeda Mubashira Batool, Zhimin Liu. 2021. Exploring the relationships between socio-economic indicators and student enrollment in higher education institutions of Pakistan. PLOS ONE 16:12, e0261577. [Crossref] · DOI
- Vladyslava Harchuk, Anzhelika Gerasymenko. 2021. DETERMINANTS OF PRICE DISCRIMINATION INFLUENCE VECTOR ON PUBLIC WELFARE. Market Infrastructure :55. . [Crossref] · DOI
- Ghazala Azmat, Ştefania Simion. 2020. Charging for Higher Education: Estimating the Impact on Inequality and Student Outcomes. The B.E. Journal of Economic Analysis & Policy, ahead of print. [Crossref] · DOI
- Authors
- Andrews, R. J., & Stange, K. M.
- Affiliations
- The University of Texas at Dallas (US)
- University of Michigan (US)
- ORCID
- Stange, Kevin M.
- Venue
- American Economic Journal: Economic Policy
- Publisher
- American Economic Association
- Published
- 2019-11-01
- Volume
- 11
- Issue
- 4
- Pages
- 31-65
- ISSN
- 1945-7731 (ISSN-L)
- 1945-774X
- OpenAlex
- W2560029666
- Cited by
- 35
- References
- 32
- Citations by year
- 2025: 4 · 2024: 3 · 2023: 8 · 2022: 10 · 2021: 3 · 2020: 5 · 2019: 1 · 2018: 1
- FWCI
- 12.82
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- American Economic Journal Economic Policy (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Funders
- Russell Sage Foundation
- Spencer Foundation
- Sage Foundation
- Texas Education Agency
- Texas Higher Education Coordinating Board
- 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
- price discrimination, price regulation, low-income students, higher education access, equal opportunities, public universities, tuition setting, grants, college major choice, Texas higher education
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