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Choosing the Field of Study in Post-Secondary Education: Do Expected Earnings Matter?

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Author Info
Beffy, Magali () (CREST-INSEE)
Fougère, Denis () (CREST-INSEE)
Maurel, Arnaud () (ENSAE-CREST)

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Abstract

This paper examines the determinants of the choice of the major when the length of studies is uncertain, by using a framework in which students entering post-secondary education are assumed to anticipate their future earnings. For that purpose, we use French data coming from the 1992 and 1998 Génération surveys collected by the Centre d'Etudes et de Recherches sur l'Emploi et les Qualifications (CEREQ, Marseille). Our econometric approach is based on a semi-structural three-equations model, which is identified thanks to some exclusion restrictions. We exploit in particular exogenous variations in the earnings returns associated with the majors across the business cycle, in order to identify the causal effect of expected earnings on the probability of choosing a given major. Relying on a three-component mixture distribution, we account for correlation between the unobserved individual-specific terms affecting the preferences for the majors, the unobserved individual-specific factors entering the equation determining the length of studies within each major, and that affecting the labor market earnings equation. Following Arcidiacono and Jones (2003), we use the EM algorithm with a sequential maximization step to produce consistent parameter estimates. Simulating for each given major a 10 percent increase in the expected earnings suggests that expected earnings have a statistically significant but quantitatively small impact on the allocation of students across majors.

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Paper provided by Institute for the Study of Labor (IZA) in its series IZA Discussion Papers with number 4127.

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Length: 39 pages
Date of creation: Apr 2009
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Handle: RePEc:iza:izadps:dp4127

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Related research
Keywords: post-secondary education; major choice; returns to education; EM algorithm;

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Find related papers by JEL classification:
J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
C35 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Discrete Regression and Qualitative Choice Models
D84 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Expectations; Speculations

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References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
  1. Christian Belzil & Jörgen Hansen, 2004. "Earnings Dispersion, Risk Aversion and Education," Post-Print halshs-00180125_v1, HAL. [Downloadable!]
    Other versions:
  2. Charles F. Manski, 1993. "Adolescent Econometricians: How Do Youth Infer the Returns to Schooling?," NBER Chapters, in: Studies of Supply and Demand in Higher Education, pages 43-60 National Bureau of Economic Research, Inc. [Downloadable!]
  3. Stephen V. Cameron & James J. Heckman, 2001. "The Dynamics of Educational Attainment for Black, Hispanic, and White Males," Journal of Political Economy, University of Chicago Press, vol. 109(3), pages 455-499, June. [Downloadable!] (restricted)
  4. Mark C. Berger, 1988. "Predicted future earnings and choice of college major," Industrial and Labor Relations Review, ILR Review, ILR School, Cornell University, vol. 41(3), pages 418-429, April.
  5. Stephen V. Cameron & James J. Heckman, 1998. "Life Cycle Schooling and Dynamic Selection Bias: Models and Evidence for Five Cohorts of American Males," Journal of Political Economy, University of Chicago Press, vol. 106(2), pages 262-333, April. [Downloadable!] (restricted)
  6. Heckman, James & Singer, Burton, 1984. "A Method for Minimizing the Impact of Distributional Assumptions in Econometric Models for Duration Data," Econometrica, Econometric Society, vol. 52(2), pages 271-320, March. [Downloadable!] (restricted)
  7. Belzil, Christian & Hansen, Jörgen, 2002. "Unobserved Ability and the Return to Schooling," IZA Discussion Papers 508, Institute for the Study of Labor (IZA). [Downloadable!]
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  8. Loury, Linda Datcher & Garman, David, 1995. "College Selectivity and Earnings," Journal of Labor Economics, University of Chicago Press, vol. 13(2), pages 289-308, April. [Downloadable!] (restricted)
  9. Hajivassiliou, Vassilis & McFadden, Daniel & Ruud, Paul, 1996. "Simulation of multivariate normal rectangle probabilities and their derivatives theoretical and computational results," Journal of Econometrics, Elsevier, vol. 72(1-2), pages 85-134. [Downloadable!] (restricted)
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  10. 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 247-52, May. [Downloadable!] (restricted)
  11. Peter Arcidiacono & John Bailey Jones, 2003. "Finite Mixture Distributions, Sequential Likelihood and the EM Algorithm," Econometrica, Econometric Society, vol. 71(3), pages 933-946, 05. [Downloadable!] (restricted)
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  12. Peter Arcidiacono, 2005. "Affirmative Action in Higher Education: How Do Admission and Financial Aid Rules Affect Future Earnings?," Econometrica, Econometric Society, vol. 73(5), pages 1477-1524, 09. [Downloadable!] (restricted)
  13. Brahim Boudarbat & Claude Montmarquette, 2007. "Choice of Fields of Study of Canadian University Graduates: The Role of Gender and their Parents’ Education," IZA Discussion Papers 2552, Institute for the Study of Labor (IZA). [Downloadable!]
  14. Thomas Brodaty & Robert Gary-Bobo & Ana Prieto, 2006. "Risk Aversion and Human Capital Investment: a Structural Econometric Model," THEMA Working Papers 2006-06, THEMA (THéorie Economique, Modélisation et Applications), Université de Cergy-Pontoise. [Downloadable!]
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  15. Arcidiacono, Peter, 2004. "Ability sorting and the returns to college major," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 343-375. [Downloadable!] (restricted)
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  16. Keane, Michael P & Wolpin, Kenneth I, 1997. "The Career Decisions of Young Men," Journal of Political Economy, University of Chicago Press, vol. 105(3), pages 473-522, June.
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  17. 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. [Downloadable!] (restricted)
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