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Risky Business? The Effect of Majoring in Business on Earnings and Educational Attainment

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  • Rodney J. Andrews
  • Scott A. Imberman
  • Michael F. Lovenheim

Abstract

One of the most important decisions a student can make during the course of his or her college career is the choice of major. The field of study a student selects translates directly into the types of skills and knowledge he or she will obtain during college, and it can influence the type of career chosen after postsecondary education ends. Business is one of the most popular majors in the US, accounting for 19% of all college degrees granted. We study the impact of choosing a business major using a regression discontinuity design that exploits GPA cutoffs for switching majors in some Texas universities. Even though nearly 60% of marginal business majors would have majored in a STEM field otherwise, we find large and statistically significant increases in earnings of 80% to 130% 12+ years after college entry, driven mainly by women. These are considerably larger than OLS estimates that condition on a rich set of demographic, high school achievement, and high school fixed-effects controls, which is consistent with students choosing majors based on comparative advantage. We do not find statistically significant effects of majoring in business on educational outcomes, except for positive effects on male 6-year graduation rates.

Suggested Citation

  • Rodney J. Andrews & Scott A. Imberman & Michael F. Lovenheim, 2017. "Risky Business? The Effect of Majoring in Business on Earnings and Educational Attainment," NBER Working Papers 23575, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:23575
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    1. Justine S. Hastings & Christopher A. Neilson & Seth D. Zimmerman, 2013. "Are Some Degrees Worth More than Others? Evidence from college admission cutoffs in Chile," NBER Working Papers 19241, National Bureau of Economic Research, Inc.
    2. Peter Arcidiacono & Cory Koedel, 2014. "Race and College Success: Evidence from Missouri," American Economic Journal: Applied Economics, American Economic Association, vol. 6(3), pages 20-57, July.
    3. Andrews, Rodney J. & Imberman, Scott A. & Lovenheim, Michael F., 2020. "Recruiting and supporting low-income, high-achieving students at flagship universities," Economics of Education Review, Elsevier, vol. 74(C).
    4. Stacy B. Dale & Alan B. Krueger, 2014. "Estimating the Effects of College Characteristics over the Career Using Administrative Earnings Data," Journal of Human Resources, University of Wisconsin Press, vol. 49(2), pages 323-358.
    5. Arcidiacono, Peter, 2004. "Ability sorting and the returns to college major," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 343-375.
    6. Joseph G. Altonji & Erica Blom & Costas Meghir, 2012. "Heterogeneity in Human Capital Investments: High School Curriculum, College Major, and Careers," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 185-223, July.
    7. Hamermesh, Daniel S. & Donald, Stephen G., 2008. "The effect of college curriculum on earnings: An affinity identifier for non-ignorable non-response bias," Journal of Econometrics, Elsevier, vol. 144(2), pages 479-491, June.
    8. Kane, Thomas J & Rouse, Cecilia Elena, 1995. "Labor-Market Returns to Two- and Four-Year College," American Economic Review, American Economic Association, vol. 85(3), pages 600-614, June.
    9. John Bound & Michael F. Lovenheim & Sarah Turner, 2012. "Increasing Time to Baccalaureate Degree in the United States," Education Finance and Policy, MIT Press, vol. 7(4), pages 375-424, September.
    10. Josh Kinsler & Ronni Pavan, 2015. "The Specificity of General Human Capital: Evidence from College Major Choice," Journal of Labor Economics, University of Chicago Press, vol. 33(4), pages 933-972.
    11. Joshua D. Angrist & Kathryn Graddy & Guido W. Imbens, 2000. "The Interpretation of Instrumental Variables Estimators in Simultaneous Equations Models with an Application to the Demand for Fish," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 67(3), pages 499-527.
    12. Stacy Berg Dale & Alan B. Krueger, 2002. "Estimating the Payoff to Attending a More Selective College: An Application of Selection on Observables and Unobservables," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(4), pages 1491-1527.
    13. Seth D. Zimmerman, 2014. "The Returns to College Admission for Academically Marginal Students," Journal of Labor Economics, University of Chicago Press, vol. 32(4), pages 711-754.
    14. Goodman, Joshua & Hurwitz, Michael & Smith, Jonathan, 2015. "College Access, Initial College Choice and Degree Completion," Working Paper Series rwp14-030, Harvard University, John F. Kennedy School of Government.
    15. Dan A. Black & Jeffrey A. Smith, 2006. "Estimating the Returns to College Quality with Multiple Proxies for Quality," Journal of Labor Economics, University of Chicago Press, vol. 24(3), pages 701-728, July.
    16. Ashenfelter, Orley & Krueger, Alan B, 1994. "Estimates of the Economic Returns to Schooling from a New Sample of Twins," American Economic Review, American Economic Association, vol. 84(5), pages 1157-1173, December.
    17. David Card & Alan Krueger, 1994. "The Economic Return to School Quality: A Partial Survey," Working Papers 713, Princeton University, Department of Economics, Industrial Relations Section..
    18. David Card & Alan B. Krueger, 1994. "The Economic Return to School Quality: A Partial Survey," Working Papers 713, Princeton University, Department of Economics, Industrial Relations Section..
    19. Black, Dan A. & Smith, J.A.Jeffrey A., 2004. "How robust is the evidence on the effects of college quality? Evidence from matching," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 99-124.
    20. John Bound & Michael F. Lovenheim & Sarah Turner, 2010. "Why Have College Completion Rates Declined? An Analysis of Changing Student Preparation and Collegiate Resources," American Economic Journal: Applied Economics, American Economic Association, vol. 2(3), pages 129-157, July.
    21. Hungerford, Thomas & Solon, Gary, 1987. "Sheepskin Effects in the Returns to Education," The Review of Economics and Statistics, MIT Press, vol. 69(1), pages 175-177, February.
    22. repec:fth:prinin:334 is not listed on IDEAS
    23. Altonji, Joseph G, 1993. "The Demand for and Return to Education When Education Outcomes Are Uncertain," Journal of Labor Economics, University of Chicago Press, vol. 11(1), pages 48-83, January.
    24. Jeff Grogger & Eric Eide, 1995. "Changes in College Skills and the Rise in the College Wage Premium," Journal of Human Resources, University of Wisconsin Press, vol. 30(2), pages 280-310.
    25. James, Estelle, et al, 1989. "College Quality and Future Earnings: Where Should You Send Your Child to College?," American Economic Review, American Economic Association, vol. 79(2), pages 247-252, May.
    26. Lee, David S., 2008. "Randomized experiments from non-random selection in U.S. House elections," Journal of Econometrics, Elsevier, vol. 142(2), pages 675-697, February.
    27. Rumberger, Russell W. & Thomas, Scott L., 1993. "The economic returns to college major, quality and performance: A multilevel analysis of recent graduates," Economics of Education Review, Elsevier, vol. 12(1), pages 1-19, March.
    28. McCrary, Justin, 2008. "Manipulation of the running variable in the regression discontinuity design: A density test," Journal of Econometrics, Elsevier, vol. 142(2), pages 698-714, February.
    29. Joseph G. Altonji & Peter Arcidiacono & Arnaud Maurel, 2015. "The Analysis of Field Choice in College and Graduate School: Determinants and Wage Effects," NBER Working Papers 21655, National Bureau of Economic Research, Inc.
    30. Dominic J. Brewer & Eric R. Eide & Ronald G. Ehrenberg, 1999. "Does It Pay to Attend an Elite Private College? Cross-Cohort Evidence on the Effects of College Type on Earnings," Journal of Human Resources, University of Wisconsin Press, vol. 34(1), pages 104-123.
    31. Jaeger, David A & Page, Marianne E, 1996. "Degrees Matter: New Evidence on Sheepskin Effects in the Returns to Education," The Review of Economics and Statistics, MIT Press, vol. 78(4), pages 733-740, November.
    32. Cory Koedel, 2010. "Grading Standards in Education Departments at Universities," Working Papers 1002, Department of Economics, University of Missouri, revised 13 Jun 2011.
    33. Mark Hoekstra, 2009. "The Effect of Attending the Flagship State University on Earnings: A Discontinuity-Based Approach," The Review of Economics and Statistics, MIT Press, vol. 91(4), pages 717-724, November.
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    2. Gordon B. Dahl & Dan-Olof Rooth & Anders Stenberg, 2024. "Intergenerational and Sibling Spillovers in High School Majors," American Economic Journal: Economic Policy, American Economic Association, vol. 16(3), pages 133-173, August.
    3. Rajashri Chakrabarti & Nicole Gorton & Michael F. Lovenheim, 2020. "State Investment in Higher Education: Effects on Human Capital Formation, Student Debt, and Long-term Financial Outcomes of Students," NBER Working Papers 27885, National Bureau of Economic Research, Inc.
    4. Britton, Jack & van der Erve, Laura & Belfield, Chris & Vignoles, Anna & Dickson, Matt & Zhu, Yu & Walker, Ian & Dearden, Lorraine & Sibieta, Luke & Buscha, Franz, 2022. "How much does degree choice matter?," Labour Economics, Elsevier, vol. 79(C).
    5. Anthony LokTing Yim, 2023. "How Early Morning Classes Change Academic Trajectories: Evidence from a Natural Experiment," Purdue University Economics Working Papers 1334, Purdue University, Department of Economics.
    6. Joshua Goodman & Michael Hurwitz & Christine Mulhern & Jonathan Smith, 2019. "O Brother, Where Start Thou? Sibling Spillovers in College Enrollment," NBER Working Papers 26502, National Bureau of Economic Research, Inc.
    7. Andrew McEachin & Thurston Domina & Andrew Penner, 2020. "Heterogeneous Effects of Early Algebra across California Middle Schools," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 39(3), pages 772-800, June.
    8. Lelys Dinarte-Diaz & Maria Marta Ferreyra & Tatiana Melguizo & Angelica Sanchez, 2023. "The Contribution of Short-Cycle Programs to Student Outcomes: Evidence from Colombia," CESifo Working Paper Series 10262, CESifo.
    9. Dahl, Gordon B. & Rooth, Dan-Olof & Stenberg, Anders, 2020. "Long-Run Returns to Field of Study in Secondary School," IZA Discussion Papers 13508, Institute of Labor Economics (IZA).
    10. Brown, Craig O., 2020. "Economic leadership and growth," Journal of Monetary Economics, Elsevier, vol. 116(C), pages 298-333.
    11. Gordon Dahl & Dan-Olof Rooth & Anders Stenberg, 2020. "High School Majors, Comparative (Dis)Advantage, and Future Earnings," NBER Working Papers 27524, National Bureau of Economic Research, Inc.
    12. Ferreyra,Maria Marta & Franco Hernandez,Andrea & Melguizo,Tatiana & Sanchez Diaz,Angelica Maria, 2020. "Estimating the Contribution of Short-Cycle Programs to Student Outcomes in Colombia," Policy Research Working Paper Series 9424, The World Bank.
    13. Arpita Patnaik & Matthew J. Wiswall & Basit Zafar, 2020. "College Majors," NBER Working Papers 27645, National Bureau of Economic Research, Inc.
    14. Bleemer, Zachary, 2024. "How Helpful Are Average Wage-By-Major Statistics In Choosing A Field Of Study?," University of California at Berkeley, Center for Studies in Higher Education qt0pf717bh, Center for Studies in Higher Education, UC Berkeley.

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    More about this item

    JEL classification:

    • I23 - Health, Education, and Welfare - - Education - - - Higher Education; Research Institutions
    • I26 - Health, Education, and Welfare - - Education - - - Returns to Education
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity

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