The Relationship Between Alternative Revenue Strategies and Graduation Rates for Public Higher Education


  • Caroline Wekullo



higher education, graduation rates, strategies of revenue sources, state funding, students racial groups


State support for higher education has been volatile, prompting public universities to pursue alternative revenue sources to supplement state support.  While dependence on alternative revenue sources has been raising, the relationship between these revenue sources and graduation rates has not been examined in depth. This study uses a panel data from 2012-2018 to examine how alternative revenue sources related to graduation rates by institution type and student race. The results showed that the associations among alternative revenue sources and graduation rates varied by institution type and racial group. The results also showed that relying on alternative revenue other than state funding may negatively influence graduation rates for all  student racial groups. The discussion and implications for practice are presented.


American Academy of Arts and Sciences. (2016). Public research universities: Understanding the financial model. American Academy of Arts & Sciences.

Bailey, T., & Xu, D. (2012). Input-adjusted graduation rates and college accountability: What is known from twenty years of research. Context for Success Working Paper.

Breusch, T. S., & Pagan, A. R. (1980). The Lagrange multiplier test and its applications to model specification in econometrics. Review of Economic Studies, 47, 239–254.

Bundrick, L., & Pruett, A.(2017). NIRSA partners with riddle & Bloom to maximize value on campuses. National Association for Campus Activities.

Carnevale, A. P., Jayasundera, T., & Gullish, A. (2016). America’s divided recovery: College haves and have-nots. Georgetown University Center on Education and the Workforce.

Chen, G.(2020). State spending impacting graduation rates at community colleges across the Country. Community College Review.

Cheslock, J. J, & Gianneschi, M. (2008). Replacing state appropriations with alternative revenue sources: The case of voluntary support. The Journal of Higher Education, 79(2), 208-229.

Crisp, G., Doran, E., & Reyes, N. A. S. (2018). Predicting graduation rates at 4-year broad access institutions using a Bayesian modeling approach. Research in Higher Education, 59(2), 133-155.

Delaney, J. A., & Doyle, W. R. (2007). The role of higher education in state budgets. In K. M. Shaw & D. E. Heller (Eds.), State postsecondary education research: New methods to inform policy and practice (pp.55-76). Stylus Publishing.

Delaney, J. A., & Doyle, W. R. (2011). State spending on higher education: Testing the balance wheel over time. Journal of Education Finance, 36(4), 343–368.

Delaney, J. A., & Doyle, W. R. (2014). State spending on higher education capital outlays. Research in Higher Education, 55(5), 433-466.

Delaney, J. A., & Doyle, W. R. (2018). Patterns and volatility in state funding for higher education, 1951-2006. Teachers College Record, 120(6), 1-42.

Deming, D. J. (2017). Increasing college completion with a federal higher education matching grant. The Hamilton Project, Policy Proposal 2017-03.

Deming, D. J., Goldin, C., Katz, L. F., & Yuchtman, N. (2015). Can online learning bend the higher education cost curve? American Economic Review, 105(5), 496-501.

Desrochers, D. M., & Wellman, J. V. (2011). Trends in college spending 1999-2009. Where does the money come from? Where does it go? What does it buy? A Report of the Delta Cost Project. Delta Project on Postsecondary Education Costs, Productivity and Accountability.

Dietrich, S. (2015, July 13). Finding alternative revenue streams to control tuition, expand diversity, and increase enrollment.

Doyle, W. R., & Delaney, J. A. (2009). Higher education funding: The new normal. Change: The Magazine of Higher Learning, 41(4), 60-62.

Doyle, W. R., Dziesinski, A. B., & Delaney, J. A. (2018 March, 9). Modeling volatility in public funding for higher education. doyle_dziesinski_delaney_volatility_2018.pdf

Ehrenberg, R. G. (2012). American higher education in transition. Journal of Economic Perspectives, 26(1), 193–216.

Fowles, J.(2014). Funding and focus: Resource dependence in public higher education. Research in Higher Education, 55, 272–287.

Gansemer-Topf, A. M., & Schuh, J. H. (2005). Institutional grants: Investing in student retention and graduation. Journal of Student Financial Aid, 35(3), 5-20.

Gansemer-Topf, A. M., & Schuh, J. H. (2006). Institutional selectivity and institutional expenditures: Examining organizational factors that contribute to retention and graduation. Research in Higher Education, 47(6), 613-642.

Gershenfeld, S., Zhan, M., & Hood, D. W. (2019). The impact of a promise: A loan replacement grant, low-income students, and college graduation. The Review of Higher Education, 42(3), 1073-1100.

Gordon, G., & Hedlund, A. (2017). Accounting for the rise in college tuition. Education, skills, and technical change: Implications for future US GDP growth, 357-394.

Gregerman, S. R., Lerner, J. S., Von Hippel, W., Jonides, J., & Nagda, B. A. (1998). Undergraduate student-faculty research partnerships affect student retention. The Review of Higher Education, 22(1), 55-72.

Hamilton, D., & Darity, W. A. (2017). The political economy of education, financial literacy, and the racial wealth gap. Federal Reserve Bank of St. Louis Review, 99 (1): 59– 76.

Hanover Research, (2020). Alternative revenue generation strategies. Hanover Research.

Hathaway, R. S., Nagda, B. A., & Gregerman, S. R. (2002). The relationship of undergraduate research participation to graduate and professional education pursuit: an empirical study. Journal of College Student Development, 43(5), 614-631.

Hearn, J. C. (2003). Diversifying campus revenue streams: Opportunities and risks. American Council on Education.

Hearn, J. C. (2006). Alternative revenue sources. In D. Priest & E. P. St. John (Eds.), Privatization and public universities (pp. 87–108). Indiana University Press.

Hearn, J. C., & Warshaw, J. B. (2015, April). The evolving organizational character of the public research university. Paper presented at the Institutional Design Futures Conference, Scottsdale, AZ.

Heck, R. H., Lam, W. S., & Thomas, S. L. (2014). State political culture, higher education spending indicators, and undergraduate graduation outcomes. Educational Policy, 28(1), 3-39.

Hovey, H. (1999). State spending for higher education in the next decade: The battle to sustain current levels. National Center for Public Policy in Higher Education.

Lacy, T. A., Fowles, J., Tandberg, D. A., & Hu, S. (2017). US state higher education appropriations: assessing the relationships between agency politicization, centralization, and volatility. Policy and Society, 36(1), 16-33.

Laderman, S., & Heckert, K. (2021). SHEF: State Higher Education Finance, FY 2020. State Higher Education Executive Officers.

Long, B, (2016). State support for higher education: How changing the distribution of funds could improve college completion rates, National Commission on Financing 21st Century Higher Education white paper no. 9, University of Virginia Miller Center.

Lopatto, D. (2004). Survey of undergraduate research experiences (SURE): First findings. Cell Biology Education, 3(4), 270-277.

Lowry, R. C. (2001). The effects of state political interests and campus outputs on public university revenues. Economics of Education Review, 20(2), 105-119.

Lynch, M.(2018, December,19). Colleges seek new revenue streams, as students push back over tuition increases. The Edvocate.

McLendon, M. K., Tandberg, D. A., & Hillman, N. W. (2014). Financing college opportunity: Factors influencing state spending on student financial aid and campus appropriations, 1990 through 2010. The ANNALS of the American Academy of Political and Social Science, 655(1), 143-162.

Millea, M., Wills, R., Elder, A., & Molina, D. (2018). What matters in college student success? Determinants of college retention and graduation rates. Education, 138(4), 309-322.

Minh, N. and Van, T. (2022) Spin-off and commercialization of university researches. Open Journal of Social Sciences, 10,(1) 256-266. doi: 10.4236/jss.2022.101021.

Mitchell, M., Leachman, M., & Masterson, K. (2017). A lost decade in higher education funding. State cuts have driven up tuition and reduced quality. Center on Budget and Policy Priorities.

Mitchell, M., Leachman, M., & Saenz, M. (2019). State higher education funding cuts have pushed costs to students, worsened inequality. Center on Budget and Policy Priorities.

Morrison, M. C. (2012). Graduation odds and probabilities among baccalaureate colleges and universities. Journal of College Student Retention: Research, Theory & Practice, 14(2), 157-179.

Morrison, M. C. (2006). Structural determinants of graduation rates: A causal analysis. North Iowa Area Community College.

Navas, S.(2020). The future of revenue diversification in higher education | Part 1 — why are we investing in this space? Emerge Edtech Insights.

Noll, R. G. (Ed.). (2010). Challenges to research universities. Brookings Institution Press.

Page, R., & John, K. (2019). Commercializing academic medical research: the role of the translational designer. The Design Journal, 22(5), 687-705.

Paddick, R. (2017 September, 13). Universities successfully finding new revenue streams. The Business of Higher Education.

Pfeffer, J. & Salancik, G.R. (1978). The external control of organizations. A resource dependence perspective. Stanford University Press.

Pike, G. R. (2013). NSSE benchmarks and institutional outcomes: A note on the importance of considering the intended uses of a measure in validity studies. Research in Higher Education, 54(2), 149-170.

Pike, G. R., & Robbins, K. R. (2020). Using panel data to identify the effects of institutional characteristics, cohort characteristics, and institutional actions on graduation rates. Research in Higher Education, 61(4), 485-509

Rodenbusch, S. E., Hernandez, P. R., Simmons, S. L., & Dolan, E. L. (2016). Early engagement in course-based research increases graduation rates and completion of science, engineering, and mathematics degrees. CBE Life Sciences Education, 15(2), ar20. doi:10.1187/cbe.16-03-0117

Rullman, L., Strong, L., Farley, C., Keegan, K., & White, R. (2008). Top 10 auxiliary services trends for 2008: Campus administrators and consultants offer valuable insights. College Services, 8(3), 16-19.

Ryan, J. F. (2004). The relationship between institutional expenditures and degree attainment at baccalaureate colleges. Research in Higher Education, 45, 97-114.

Sanford, T., & Hunter, J. M. (2011). Impact of performance funding on retention and graduation rates. Education Policy Analysis Archives, 19, 1-30.

Scott, M., Bailey, T., & Kienzl, G. (2006). Relative success? Determinants of college graduation rates in public and private colleges in the US. Research in Higher Education, 47(3), 249-279.

Slaughter, S., & Rhoades, G. (2004). Academic capitalism and the new economy. Johns Hopkins University Press.

State Higher Education Executive Officers. (2017). SHEF: FY 2016 State higher education finance.

Tandberg, D. A. (2008). The politics of state higher education funding. Higher Education in Review, 5(1), 1-36.

Tandberg, D. A. (2010). Politics, interest groups, and state funding of public higher education. Research in Higher Education, 51(5), 416-450.

Tandberg, D. A., & Ness, E. C. (2011). State capital expenditures for higher education: Where the real politics happens. Journal of Education Finance, 36(4), 394-423.

Taylor, B. J., Cantwell, B., & Slaughter, S. (2013). Quasi-markets in US higher education: The humanities and institutional revenues. The Journal of Higher Education, 84(5), 675-707.

The PEW Charitable Trusts. (2019). Two decades of change in federal and state higher education funding: Recent trends across levels of government. Author.

Tinto, V. (1987). Leaving college. University of Chicago Press.

Titus, M. A. (2009). The production of bachelor's degrees and financial aspects of state higher education policy: A dynamic analysis. The Journal of Higher Education, 80(4), 439-468.

Titus, M. A. (2006). No college student left behind: The influence of financial aspects of a state’s higher education policy on college completion. The Review of Higher Education 29(3), 293-317.

Torres-Reyna, O. (2007). Panel data analysis fixed and random effects using Stata (v. 4.2). Data & Statistical Services, Princeton University.

Webb, J. C. (2015). A path to sustainability: How revenue diversification helps colleges and university survive through economic conditions. Journal of International and Interdisciplinary Business Research, 2(7), 66-97.

Webber, D. A., & Ehrenberg, R. G. (2010). Do expenditures other than instructional expenditures affect graduation and persistence rates in American higher education? Economics of Education Review, 29(6), 947-958.

Weerts, D. J., & Ronca, J. M. (2006). Examining differences in state support for higher education: A comparative study of state appropriations for research I universities. The Journal of Higher Education, 77(6), 935-967.

Wekullo, C., & Musoba, G. (2020). The relationship between alternative strategies of funding and institutional financial health for public research universities. Higher Education Politics & Economics, 6(1), 81-103. doi: 10.32675/hepe.v6i1.2439

Zhang, L. (2009). Does state funding affect graduation rates at public four-year colleges and universities? Educational Policy, 23(5), 714-731.

Zumeta, W. (2004). State higher education financing: Demand imperatives meet structural, cyclical, and political constraints. In E. P. St. John & M. D. Parsons (Eds.), Public funding of higher education: Changing contexts and new rationales (pp. 79–107). Johns Hopkins University Press.

Zumeta, W. (2010). The great recession: Implications for higher education. In NEA 2010 Almanac of Higher Education (pp. 29-42). National Education Association.

Zumeta, W. (2018). State finances and higher education in Trump year two. The NEA 2018 Almanac of Higher Education (pp. 57-70). National Education Association.




How to Cite

Wekullo, C. (2022). The Relationship Between Alternative Revenue Strategies and Graduation Rates for Public Higher Education . Higher Education Politics and Economics, 8(1).