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University choice: the role of expected earnings, non-pecuniary outcomes and financial constraints

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  • Delavande, Adeline
  • Zafar, Basit

Abstract

We investigate the determinants of students’ university choice, with a focus on expected monetary returns, non-pecuniary factors enjoyed at school, and financial constraints, in the Pakistani context. To mitigate the identification problem concerning the separation of preferences, expectations and markets constraints, we combine rich data on individual-specific subjective expectations about labor market and non-pecuniary outcomes, with direct measures of financial constraints and students’ stated school choice both with and without financial constraints. Estimates from a life-cycle model show that future earnings play a small (but statistically significant) role. However, non-pecuniary outcomes, such as school’s ideology, are major determinants. Data on students’ choices without financial constraints allow for the outof- sample validation of the model, which shows a strikingly good fit. Our results show that 37% of students are financially constrained in the university choice, and that implementing policies relaxing financial constraints would increase students’ average lifetime subjective expected utility by 21%. From a methodological point, we find that ignoring non-pecuniary factors, uncertainty related to employment and drop-out, or direct measures of financial constraints, yields biased estimates – thereby underscoring the importance of having data on these aspects for understanding university choice in any context.

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  • Delavande, Adeline & Zafar, Basit, 2014. "University choice: the role of expected earnings, non-pecuniary outcomes and financial constraints," ISER Working Paper Series 2014-38, Institute for Social and Economic Research.
  • Handle: RePEc:ese:iserwp:2014-38
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    1. Willis, Robert J & Rosen, Sherwin, 1979. "Education and Self-Selection," Journal of Political Economy, University of Chicago Press, vol. 87(5), pages 7-36, October.
    2. 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.
    3. Stephen V. Cameron & Christopher Taber, 2004. "Estimation of Educational Borrowing Constraints Using Returns to Schooling," Journal of Political Economy, University of Chicago Press, vol. 112(1), pages 132-182, February.
    4. Pedro Carneiro & James J. Heckman, 2002. "The Evidence on Credit Constraints in Post--secondary Schooling," Economic Journal, Royal Economic Society, vol. 112(482), pages 705-734, October.
    5. Lance Lochner & Alexander Monge-Naranjo, 2012. "Credit Constraints in Education," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 225-256, July.
    6. 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.
    7. Ralph Stinebrickner & Todd Stinebrickner, 2008. "The Effect of Credit Constraints on the College Drop-Out Decision: A Direct Approach Using a New Panel Study," American Economic Review, American Economic Association, vol. 98(5), pages 2163-2184, December.
    8. Wilbert van der Klaauw, 2012. "On the Use of Expectations Data in Estimating Structural Dynamic Choice Models," Journal of Labor Economics, University of Chicago Press, vol. 30(3), pages 521-554.
    9. Hausman, Jerry & McFadden, Daniel, 1984. "Specification Tests for the Multinomial Logit Model," Econometrica, Econometric Society, vol. 52(5), pages 1219-1240, September.
    10. Adeline Delavande, 2008. "Pill, Patch, Or Shot? Subjective Expectations And Birth Control Choice," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 49(3), pages 999-1042, August.
    11. D’Haultfœuille, Xavier & Maurel, Arnaud, 2013. "Inference on an extended Roy model, with an application to schooling decisions in France," Journal of Econometrics, Elsevier, vol. 174(2), pages 95-106.
    12. Ralph Stinebrickner & Todd Stinebrickner, 2014. "Academic Performance and College Dropout: Using Longitudinal Expectations Data to Estimate a Learning Model," Journal of Labor Economics, University of Chicago Press, vol. 32(3), pages 601-644.
    13. Charles F. Manski, 2004. "Measuring Expectations," Econometrica, Econometric Society, vol. 72(5), pages 1329-1376, September.
    14. Asadullah, M. Niaz, 2009. "Returns to private and public education in Bangladesh and Pakistan: A comparative analysis," Journal of Asian Economics, Elsevier, vol. 20(1), pages 77-86, January.
    15. 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.
    16. Shabbar Jaffry & Yaseen Ghulam & Vyoma Shah, 2007. "Returns to Education in Pakistan," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 46(4), pages 833-852.
    17. Philippe Belley & Lance Lochner, 2007. "The Changing Role of Family Income and Ability in Determining Educational Achievement," Journal of Human Capital, University of Chicago Press, vol. 1(1), pages 37-89.
    18. Lance Lochner, 2007. "Individual Perceptions of the Criminal Justice System," American Economic Review, American Economic Association, vol. 97(1), pages 444-460, March.
    19. Sebastian Galiani & Alvin Murphy & Juan Pantano, 2015. "Estimating Neighborhood Choice Models: Lessons from a Housing Assistance Experiment," American Economic Review, American Economic Association, vol. 105(11), pages 3385-3415, November.
    20. Adeline Delavande, 2014. "Probabilistic Expectations in Developing Countries," Annual Review of Economics, Annual Reviews, vol. 6(1), pages 1-20, August.
    21. O. Ashenfelter & D. Card (ed.), 1999. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 3, number 3.
    22. 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.
    23. Louviere,Jordan J. & Hensher,David A. & Swait,Joffre D. With contributions by-Name:Adamowicz,Wiktor, 2000. "Stated Choice Methods," Cambridge Books, Cambridge University Press, number 9780521788304, September.
    24. Moshe Buchinsky & Phillip Leslie, 2010. "Educational Attainment and the Changing U.S. Wage Structure: Dynamic Implications on Young Individuals' Choices," Journal of Labor Economics, University of Chicago Press, vol. 28(3), pages 541-594, July.
    25. Kenneth I. Wolpin & Petra E. Todd, 2006. "Assessing the Impact of a School Subsidy Program in Mexico: Using a Social Experiment to Validate a Dynamic Behavioral Model of Child Schooling and Fertility," American Economic Review, American Economic Association, vol. 96(5), pages 1384-1417, December.
    26. Arcidiacono, Peter, 2004. "Ability sorting and the returns to college major," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 343-375.
    27. Basit Zafar, 2011. "How Do College Students Form Expectations?," Journal of Labor Economics, University of Chicago Press, vol. 29(2), pages 301-348.
    28. Delavande, Adeline & Zafar, Basit, 2015. "Stereotypes and Madrassas: Experimental evidence from Pakistan," Journal of Economic Behavior & Organization, Elsevier, vol. 118(C), pages 247-267.
    29. Adeline Delavande & Basit Zafar, 2011. "Stereotypes and Madrassas Experimental Evidence from Pakistan," Working Papers 859, RAND Corporation.
    30. Flyer, Fredrick A, 1997. "The Influence of Higher Moments of Earnings Distributions on Career Decisions," Journal of Labor Economics, University of Chicago Press, vol. 15(4), pages 689-713, October.
    31. Erica Field, 2009. "Educational Debt Burden and Career Choice: Evidence from a Financial Aid Experiment at NYU Law School," American Economic Journal: Applied Economics, American Economic Association, vol. 1(1), pages 1-21, January.
    32. Andrabi, Tahir & Das, Jishnu & Khwaja, Asim Ijaz & Zajonc, Tristan, 2005. "Religious school enrollment in Pakistan : a look at the data," Policy Research Working Paper Series 3521, The World Bank.
    33. Basit Zafar, 2011. "Can subjective expectations data be used in choice models? evidence on cognitive biases," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 26(3), pages 520-544, April.
    34. Mohammad Niaz Asadullah (SKOPE, Department of Economics), "undated". "Returns to Education in Bangladesh," QEH Working Papers qehwps130, Queen Elizabeth House, University of Oxford.
    35. Adamowicz W. & Louviere J. & Williams M., 1994. "Combining Revealed and Stated Preference Methods for Valuing Environmental Amenities," Journal of Environmental Economics and Management, Elsevier, vol. 26(3), pages 271-292, May.
    36. Card, David, 1999. "The causal effect of education on earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 30, pages 1801-1863, Elsevier.
    37. Katja Kaufmann, 2008. "Understanding the Income Gradient in College Attendance in Mexico: The Role of Heterogeneity in Expected Returns to College," Discussion Papers 07-040, Stanford Institute for Economic Policy Research.
    38. Basit Zafar, 2013. "College Major Choice and the Gender Gap," Journal of Human Resources, University of Wisconsin Press, vol. 48(3), pages 545-595.
    39. Benjamin M. Marx & Lesley J. Turner, 2015. "Borrowing Trouble? Student Loans, the Cost of Borrowing, and Implications for the Effectiveness of Need-Based Grant Aid," NBER Working Papers 20850, National Bureau of Economic Research, Inc.
    40. 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.
    41. Stephen V. Cameron & James J. Heckman, 1998. "Life Cycle Schooling and Dynamic Selection Bias: Models and Evidence for Five Cohorts," NBER Working Papers 6385, National Bureau of Economic Research, Inc.
    42. David Revelt & Kenneth Train, 1998. "Mixed Logit With Repeated Choices: Households' Choices Of Appliance Efficiency Level," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 647-657, November.
    43. Brian A. Jacob & Lars Lefgren, 2007. "What Do Parents Value in Education? An Empirical Investigation of Parents' Revealed Preferences for Teachers," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(4), pages 1603-1637.
    44. Brian C. Cadena & Benjamin J. Keys, 2013. "Can Self-Control Explain Avoiding Free Money? Evidence from Interest-Free Student Loans," The Review of Economics and Statistics, MIT Press, vol. 95(4), pages 1117-1129, October.
    45. Lang, Kevin, 1993. "Ability Bias, Discount Rate Bias and the Return to Education," MPRA Paper 24651, University Library of Munich, Germany.
    46. Adeline Delavande & Susann Rohwedder, 2011. "Differential Survival in Europe and the United States: Estimates Based on Subjective Probabilities of Survival," Demography, Springer;Population Association of America (PAA), vol. 48(4), pages 1377-1400, November.
    47. Julian R. Betts, 1996. "What Do Students Know about Wages? Evidence from a Survey of Undergraduates," Journal of Human Resources, University of Wisconsin Press, vol. 31(1), pages 27-56.
    48. Robert Jensen, 2010. "The (Perceived) Returns to Education and the Demand for Schooling," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(2), pages 515-548.
    49. Keane, Michael P & Wolpin, Kenneth I, 2001. "The Effect of Parental Transfers and Borrowing Constraints on Educational Attainment," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 42(4), pages 1051-1103, November.
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    4. Ana Figueiredo, 2017. "Uncertainty in education: The role of communities and social learning," 2017 Meeting Papers 529, Society for Economic Dynamics.
    5. Lergetporer, Philipp & Werner, Katharina & Woessmann, Ludger, 2018. "Does Ignorance of Economic Returns and Costs Explain the Educational Aspiration Gap? Evidence from Representative Survey Experiments," IZA Discussion Papers 11453, Institute of Labor Economics (IZA).
    6. Katharina Werner, 2019. "The Role of Information for Public Preferences on Education – Evidence from Representative Survey Experiments," ifo Beiträge zur Wirtschaftsforschung, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, number 82.
    7. Teodora Boneva & Christopher Rauh, 2018. "Parental Beliefs about Returns to Educational Investments—The Later the Better?," Journal of the European Economic Association, European Economic Association, vol. 16(6), pages 1669-1711.
    8. Andreas I. Mueller & Johannes Spinnewijn & Giorgio Topa, 2021. "Job Seekers' Perceptions and Employment Prospects: Heterogeneity, Duration Dependence, and Bias," American Economic Review, American Economic Association, vol. 111(1), pages 324-363, January.
    9. Avitabile, Ciro & de Hoyos, Rafael, 2018. "The heterogeneous effect of information on student performance: Evidence from a randomized control trial in Mexico," Journal of Development Economics, Elsevier, vol. 135(C), pages 318-348.
    10. Mi Luo & Simon Mongey, 2019. "Assets and Job Choice: Student Debt, Wages, and Job Satisfaction," 2019 Meeting Papers 1220, Society for Economic Dynamics.
    11. Orazio Attanasio & Teodora Boneva & Christopher Rauh, 2022. "Parental Beliefs about Returns to Different Types of Investments in School Children," Journal of Human Resources, University of Wisconsin Press, vol. 57(6), pages 1789-1825.
    12. Mi Luo & Simon Mongey, 2019. "Assets and Job Choice: Student Debt, Wages and Amenities," NBER Working Papers 25801, National Bureau of Economic Research, Inc.
    13. Belfield, Chris & Boneva, Teodora & Rauh, Christopher & Shaw, Jonathan, 2016. "Money or Fun? Why Students Want to Pursue Further Education," IZA Discussion Papers 10136, Institute of Labor Economics (IZA).
    14. Francesconi, Marco & Slonimczyk, Fabián & Yurko, Anna, 2019. "Democratizing access to higher education in Russia: The consequences of the unified state exam reform," European Economic Review, Elsevier, vol. 117(C), pages 56-82.
    15. Teodora Boneva & Christopher Rauh, 2017. "Socio-Economic Gaps in University Enrollment: The Role of Perceived Pecuniary and Non-Pecuniary Returns," CESifo Working Paper Series 6756, CESifo.
    16. Elisa M Maffioli & Manoj Mohanan, 2018. "Touching beliefs: Using touchscreen technology to elicit subjective expectations in survey research," PLOS ONE, Public Library of Science, vol. 13(11), pages 1-15, November.
    17. Delavande, Adeline & Zafar, Basit, 2018. "Information and anti-American attitudes," Journal of Economic Behavior & Organization, Elsevier, vol. 149(C), pages 1-31.
    18. Heger, Stephanie A. & Papageorge, Nicholas W., 2018. "We should totally open a restaurant: How optimism and overconfidence affect beliefs," Journal of Economic Psychology, Elsevier, vol. 67(C), pages 177-190.

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    More about this item

    JEL classification:

    • I23 - Health, Education, and Welfare - - Education - - - Higher Education; Research Institutions
    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • D84 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Expectations; Speculations
    • D81 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Criteria for Decision-Making under Risk and Uncertainty

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