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State Merit Aid Programs and College Major: A Focus on STEM

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  • David L. Sjoquist
  • John V. Winters

Abstract

Since 1991 more than two dozen states have adopted merit-based student financial aid programs, intended at least in part to increase the stock of human capital by improving the knowledge and skills of the state's workforce. At the same time, there has been growing concern that the United States is producing too few college graduates in science, technology, engineering, and mathematics (STEM) fields. Using microdata from the American Community Survey, this paper examines whether recently adopted state merit aid programs have affected college major decisions, with a focus on STEM fields. We find consistent evidence that state merit programs did in fact reduce the likelihood that a young person in the state will earn a STEM degree.

Suggested Citation

  • David L. Sjoquist & John V. Winters, 2015. "State Merit Aid Programs and College Major: A Focus on STEM," Journal of Labor Economics, University of Chicago Press, vol. 33(4), pages 973-1006.
  • Handle: RePEc:ucp:jlabec:doi:10.1086/681108
    DOI: 10.1086/681108
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    1. Dynarski, Susan, 2000. "Hope for Whom? Financial Aid for the Middle Class and Its Impact on College Attendance," National Tax Journal, National Tax Association;National Tax Journal, vol. 53(3), pages 629-662, September.
    2. 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.
    3. Timothy G. Conley & Christopher R. Taber, 2011. "Inference with "Difference in Differences" with a Small Number of Policy Changes," The Review of Economics and Statistics, MIT Press, vol. 93(1), pages 113-125, February.
    4. 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.
    5. Peter Arcidiacono & Esteban M. Aucejo & V. Joseph Hotz, 2016. "University Differences in the Graduation of Minorities in STEM Fields: Evidence from California," American Economic Review, American Economic Association, vol. 106(3), pages 525-562, March.
    6. Marc Luppino & Richard Sander, 2015. "College major peer effects and attrition from the sciences," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 4(1), pages 1-23, December.
    7. Julian R. Betts & Darlene Morell, 1999. "The Determinants of Undergraduate Grade Point Average: The Relative Importance of Family Background, High School Resources, and Peer Group Effects," Journal of Human Resources, University of Wisconsin Press, vol. 34(2), pages 268-293.
    8. Hickman, Daniel C., 2009. "The effects of higher education policy on the location decision of individuals: Evidence from Florida's Bright Futures Scholarship Program," Regional Science and Urban Economics, Elsevier, vol. 39(5), pages 553-562, September.
    9. 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.
    10. Gary T. Henry & Ross Rubenstein, 2002. "Paying for grades: Impact of merit-based financial aid on educational quality," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 21(1), pages 93-109.
    11. Mark Stater, 2011. "Financial Aid, Student Background, and the Choice of First-year College Major," Eastern Economic Journal, Palgrave Macmillan;Eastern Economic Association, vol. 37(3), pages 321-343.
    12. Stephen G. Donald & Kevin Lang, 2007. "Inference with Difference-in-Differences and Other Panel Data," The Review of Economics and Statistics, MIT Press, vol. 89(2), pages 221-233, May.
    13. Rothstein, Jesse & Rouse, Cecilia Elena, 2011. "Constrained after college: Student loans and early-career occupational choices," Journal of Public Economics, Elsevier, vol. 95(1), pages 149-163.
    14. Arcidiacono, Peter, 2004. "Ability sorting and the returns to college major," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 343-375.
    15. Goodman, Joshua, 2008. "Who merits financial aid?: Massachusetts' Adams Scholarship," Journal of Public Economics, Elsevier, vol. 92(10-11), pages 2121-2131, October.
    16. Christopher Cornwell & David B. Mustard & Deepa J. Sridhar, 2006. "The Enrollment Effects of Merit-Based Financial Aid: Evidence from Georgia's HOPE Program," Journal of Labor Economics, University of Chicago Press, vol. 24(4), pages 761-786, October.
    17. Matthew Wiswall & Basit Zafar, 2015. "Determinants of College Major Choice: Identification using an Information Experiment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 82(2), pages 791-824.
    18. Todd R. Stinebrickner & Ralph Stinebrickner, 2011. "Math or Science? Using Longitudinal Expectations Data to Examine the Process of Choosing a College Major," NBER Working Papers 16869, National Bureau of Economic Research, Inc.
    19. Montmarquette, Claude & Cannings, Kathy & Mahseredjian, Sophie, 2002. "How do young people choose college majors?," Economics of Education Review, Elsevier, vol. 21(6), pages 543-556, December.
    20. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    21. David L. Sjoquist & John V. Winters, 2012. "Building the Stock of College-Educated Labor Revisited," Journal of Human Resources, University of Wisconsin Press, vol. 47(1), pages 270-285.
    22. Sjoquist, David L. & Winters, John V., 2013. "The effects of HOPE on post-college retention in the Georgia workforce," Regional Science and Urban Economics, Elsevier, vol. 43(3), pages 479-490.
    23. Susan Dynarski, 2008. "Building the Stock of College-Educated Labor," Journal of Human Resources, University of Wisconsin Press, vol. 43(3), pages 576-610.
    24. Larry D. Singell Jr. & Glen R. Waddell & Bradley R. Curs, 2006. "HOPE for the Pell? Institutional Effects in the Intersection of Merit-Based and Need-Based Aid," Southern Economic Journal, John Wiley & Sons, vol. 73(1), pages 79-99, July.
    25. Kokkelenberg, Edward C. & Sinha, Esha, 2010. "Who succeeds in STEM studies? An analysis of Binghamton University undergraduate students," Economics of Education Review, Elsevier, vol. 29(6), pages 935-946, December.
    26. Freeman, James A. & Hirsch, Barry T., 2008. "College majors and the knowledge content of jobs," Economics of Education Review, Elsevier, vol. 27(5), pages 517-535, October.
    27. Bradley, Elizabeth S., 2012. "The Effect of the Business Cycle on Freshman Major Choice," MPRA Paper 42412, University Library of Munich, Germany.
    28. Rask, Kevin, 2010. "Attrition in STEM fields at a liberal arts college: The importance of grades and pre-collegiate preferences," Economics of Education Review, Elsevier, vol. 29(6), pages 892-900, December.
    29. Maria D. Fitzpatrick & Damon Jones, 2012. "Higher Education, Merit-Based Scholarships and Post-Baccalaureate Migration," NBER Working Papers 18530, National Bureau of Economic Research, Inc.
    30. Hawley, Zackary B. & Rork, Jonathan C., 2013. "The case of state funded higher education scholarship plans and interstate brain drain," Regional Science and Urban Economics, Elsevier, vol. 43(2), pages 242-249.
    31. Ralph Stinebrickner & Todd R. Stinebrickner, 2014. "A Major in Science? Initial Beliefs and Final Outcomes for College Major and Dropout," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(1), pages 426-472.
    32. Mark C. Berger, 1988. "Predicted Future Earnings and Choice of College Major," ILR Review, Cornell University, ILR School, vol. 41(3), pages 418-429, April.
    33. Federman Maya, 2007. "State Graduation Requirements, High School Course Taking, and Choosing a Technical College Major," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 7(1), pages 1-34, January.
    34. Judith Scott-Clayton, 2011. "On Money and Motivation: A Quasi-Experimental Analysis of Financial Incentives for College Achievement," Journal of Human Resources, University of Wisconsin Press, vol. 46(3), pages 614-646.
    35. Griffith, Amanda L., 2010. "Persistence of women and minorities in STEM field majors: Is it the school that matters?," Economics of Education Review, Elsevier, vol. 29(6), pages 911-922, December.
    36. Bruce, Donald J. & Carruthers, Celeste K., 2014. "Jackpot? The impact of lottery scholarships on enrollment in Tennessee," Journal of Urban Economics, Elsevier, vol. 81(C), pages 30-44.
    37. Ost, Ben, 2010. "The role of peers and grades in determining major persistence in the sciences," Economics of Education Review, Elsevier, vol. 29(6), pages 923-934, December.
    38. Thomas S. Dee & Linda A. Jackson, 1999. "Who Loses HOPE? Attrition from Georgia’s College Scholarship Program," Southern Economic Journal, John Wiley & Sons, vol. 66(2), pages 379-390, October.
    39. Sjoquist, David L. & Winters, John V., 2014. "Merit aid and post-college retention in the state," Journal of Urban Economics, Elsevier, vol. 80(C), pages 39-50.
    40. Winters, John V., 2012. "Cohort crowding and nonresident college enrollment," Economics of Education Review, Elsevier, vol. 31(3), pages 30-40.
    41. Liang Zhang, 2011. "Does Merit-Based Aid Affect Degree Production in STEM Fields? Evidence from Georgia and Florida," The Journal of Higher Education, Taylor & Francis Journals, vol. 82(4), pages 389-415, July.
    42. Cornwell, Christopher & Lee, Kyung Hee & Mustard, David B., 2006. "The Effects of State-Sponsored Merit Scholarships on Course Selection and Major Choice in College," IZA Discussion Papers 1953, Institute of Labor Economics (IZA).
    43. Patricia L. Farrell & Gregory S. Kienzl, 2009. "Are State Non-Need, Merit-Based Scholarship Programs Impacting College Enrollment?," Education Finance and Policy, MIT Press, vol. 4(2), pages 150-174, April.
    44. Christopher M. Cornwell & Kyung Hee Lee & David B. Mustard, 2005. "Student Responses to Merit Scholarship Retention Rules," Journal of Human Resources, University of Wisconsin Press, vol. 40(4), pages 895-917.
    45. Peter Arcidiacono & Esteban Aucejo & Ken Spenner, 2012. "What happens after enrollment? An analysis of the time path of racial differences in GPA and major choice," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 1(1), pages 1-24, December.
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    Cited by:

    1. Cowan, Benjamin W. & White, Dustin R., 2015. "The effects of merit-based financial aid on drinking in college," Journal of Health Economics, Elsevier, vol. 44(C), pages 137-149.
    2. Eric Bettinger & Oded Gurantz & Laura Kawano & Bruce Sacerdote, 2016. "The Long Run Impacts of Merit Aid: Evidence from California’s Cal Grant," NBER Working Papers 22347, National Bureau of Economic Research, Inc.
    3. Peter Arcidiacono & Esteban M. Aucejo & V. Joseph Hotz, 2016. "University Differences in the Graduation of Minorities in STEM Fields: Evidence from California," American Economic Review, American Economic Association, vol. 106(3), pages 525-562, March.
    4. Rajashri Chakrabarti & Nicole Gorton & Joydeep Roy, 2018. "Getting ahead by spending more? Local community response to state merit aid programs," Staff Reports 872, Federal Reserve Bank of New York.
    5. Bryan, Gharad & Chowdhury, Shyamal & Mobarak, Ahmed Mushfiq & Morten, Melanie & Smits, Joeri, 2021. "Encouragement and Distortionary Effects of Conditional Cash Transfers," IZA Discussion Papers 14326, Institute of Labor Economics (IZA).
    6. Shimeng Liu & Weizeng Sun & John V. Winters, 2019. "Up In Stem, Down In Business: Changing College Major Decisions With The Great Recession," Contemporary Economic Policy, Western Economic Association International, vol. 37(3), pages 476-491, July.
    7. Mikola, Derek & Webb, Matthew D., 2023. "Finish it and it is free: An evaluation of college graduation subsidies," Economics of Education Review, Elsevier, vol. 93(C).
    8. Mumford, Kevin J. & Patterson, Richard & Yim, Anthony, 2024. "College Course Shutouts," IZA Discussion Papers 16859, Institute of Labor Economics (IZA).
    9. Kelchen, Robert & Ortagus, Justin & Rosinger, Kelly & Cassell, Alex, 2022. "The effects of state performance funding policies on student loan debt," Economics of Education Review, Elsevier, vol. 91(C).
    10. Hill, Andrew J., 2017. "State affirmative action bans and STEM degree completions," Economics of Education Review, Elsevier, vol. 57(C), pages 31-40.
    11. Serena Canaan & Antoine Deeb & Pierre Mouganie, 2022. "Adviser Value Added and Student Outcomes: Evidence from Randomly Assigned College Advisers," American Economic Journal: Economic Policy, American Economic Association, vol. 14(4), pages 151-191, November.
    12. Haggag, Kareem & Patterson, Richard W. & Pope, Nolan G. & Feudo, Aaron, 2021. "Attribution bias in major decisions: Evidence from the United States Military Academy," Journal of Public Economics, Elsevier, vol. 200(C).
    13. Dennis A. Kramer & Justin C. Ortagus & T. Austin Lacy, 2018. "Tuition-Setting Authority and Broad-Based Merit Aid: The Effect of Policy Intersection on Pricing Strategies," Research in Higher Education, Springer;Association for Institutional Research, vol. 59(4), pages 489-518, June.
    14. Yi Lu & Hong Song, 2020. "The effect of educational technology on college students’ labor market performance," Journal of Population Economics, Springer;European Society for Population Economics, vol. 33(3), pages 1101-1126, July.
    15. French, Robert & Oreopoulos, Philip, 2017. "Behavioral barriers transitioning to college," Labour Economics, Elsevier, vol. 47(C), pages 48-63.
    16. Todd R. Jones & Daniel Kreisman & Ross Rubenstein & Cynthia Searcy & Rachana Bhatt, 2022. "The Effects of Financial Aid Loss on Persistence and Graduation: A Multi-Dimensional Regression Discontinuity Approach," Education Finance and Policy, MIT Press, vol. 17(2), pages 206-231, Spring.
    17. Wang, Jiaxin & Huang, Hongyan & Huang, Xiang & Sun, Di & Song, Zilong, 2024. "Returning from overseas: STEMs migration and corporate digitalization," International Review of Financial Analysis, Elsevier, vol. 91(C).
    18. David Sjoquist & John Winters, 2015. "The effect of Georgia’s HOPE scholarship on college major: a focus on STEM," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 4(1), pages 1-29, December.
    19. Welch, Jilleah G., 2014. "HOPE for community college students: The impact of merit aid on persistence, graduation, and earnings," Economics of Education Review, Elsevier, vol. 43(C), pages 1-20.
    20. Winters, John V., 2014. "STEM graduates, human capital externalities, and wages in the U.S," Regional Science and Urban Economics, Elsevier, vol. 48(C), pages 190-198.
    21. Sano, Shinpei, 2019. "The effect of student loans on college enrollment: Evidence from municipality panel data in Japan," Japan and the World Economy, Elsevier, vol. 52(C).
    22. Zachary Bleemer, 2022. "Affirmative Action, Mismatch, and Economic Mobility after California’s Proposition 209," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 137(1), pages 115-160.
    23. Braga, Breno & Malkova, Olga, 2020. "Hope for the Family: The Effects of College Costs on Maternal Labor Supply," IZA Discussion Papers 12958, Institute of Labor Economics (IZA).
    24. Han, Luyi & Winters, John V., 2020. "Industry Fluctuations and College Major Choices: Evidence from an Energy Boom and Bust," Economics of Education Review, Elsevier, vol. 77(C).
    25. Winters, John V., 2014. "Foreign and Native-Born STEM Graduates and Innovation Intensity in the United States," IZA Discussion Papers 8575, Institute of Labor Economics (IZA).

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    JEL classification:

    • I23 - Health, Education, and Welfare - - Education - - - Higher Education; Research Institutions
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity

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