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Participation in Higher Education: A Random Parameter Logit Approach with Policy Simulations

Author

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  • Flannery, Darragh

    (University of Limerick)

  • O'Donoghue, Cathal

    (National University of Ireland, Galway)

Abstract

In this paper we present a theoretical model of higher education participation. We assume that young people that complete upper secondary education are faced with three choices, go to higher education, not go to higher education or go to higher education and work part time. Utilizing the Living in Ireland survey data 1994-2001 we model this choice in an Irish context by variation in costs (direct and indirect), the estimated lifecycle returns and household credit constraints. Using a random parameters logit choice model we find that simulated lifecycle earnings positively impact the educational/labour choices of young individuals in Ireland. This positive relationship is also found to be true for a choice-specific household income variable constructed in the paper. From the random parameters logit estimations we also find that preferences for choices with higher simulated lifecycle earnings and household income vary across individuals. We conduct policy simulations from our estimations and found that increasing student financial aid levels by 10% combined with a slight widening of the income limits for these aids can lead to significant movement away from the decision to not enter higher education.

Suggested Citation

  • Flannery, Darragh & O'Donoghue, Cathal, 2009. "Participation in Higher Education: A Random Parameter Logit Approach with Policy Simulations," IZA Discussion Papers 4163, Institute of Labor Economics (IZA).
    • Handle: RePEc:iza:izadps:dp4163
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    References listed on IDEAS

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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. Walker, James R, 1995. "The Effect of Public Policies on Recent Swedish Fertility Behavior," Journal of Population Economics, Springer;European Society for Population Economics, vol. 8(3), pages 223-251, August.
    3. Lisa Sanbonmatsu & Jeffrey R. Kling & Greg J. Duncan & Jeanne Brooks-Gunn, 2006. "Neighborhoods and Academic Achievement: Results from the Moving to Opportunity Experiment," Journal of Human Resources, University of Wisconsin Press, vol. 41(4).
    4. Flannery, Darragh & O'Donoghue, Cathal, 2009. "The Determinants of Higher Education Participation in Ireland: A Micro Analysis," The Economic and Social Review, Economic and Social Studies, vol. 40(1), pages 73-107.
    5. Winship C. Fuller & Charles F. Manski & David A. Wise, 1982. "New Evidence on the Economic Determinants of Postsecondary Schooling Choices," Journal of Human Resources, University of Wisconsin Press, vol. 17(4), pages 477-498.
    6. Colm Harmon & Hessel Oosterbeek & Ian Walker, 2000. "The returns to education : a review of evidence, issues and deficiencies in the literature," Open Access publications 10197/670, School of Economics, University College Dublin.
    7. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    8. Robert Haveman & Barbara Wolfe, 1995. "The Determinants of Children's Attainments: A Review of Methods and Findings," Journal of Economic Literature, American Economic Association, vol. 33(4), pages 1829-1878, December.
    9. Gustman, Alan L & Steinmeier, Thomas L, 1981. "The Impact of Wages and Unemployment on Youth Enrollment and Labor Supply," The Review of Economics and Statistics, MIT Press, vol. 63(4), pages 553-560, November.
    10. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521747387, January.
    11. Stephen V. Cameron & James J. Heckman, 1999. "The Dynamics of Educational Attainment for Blacks, Hispanics, and Whites," NBER Working Papers 7249, National Bureau of Economic Research, Inc.
    12. Cecilia Albert Verdú, 1998. "- Higher Education Demand In Spain: The Influence Of Labour Market Signals And Family Background," Working Papers. Serie EC 1998-17, Instituto Valenciano de Investigaciones Económicas, S.A. (Ivie).
    13. Peter Haan, 2006. "Much ado about nothing: conditional logit vs. random coefficient models for estimating labour supply elasticities," Applied Economics Letters, Taylor & Francis Journals, vol. 13(4), pages 251-256.
    14. Arne Risa Hole, 2007. "Fitting mixed logit models by using maximum simulated likelihood," Stata Journal, StataCorp LP, vol. 7(3), pages 388-401, September.
    15. Barrett, Alan & FitzGerald, John & Nolan, Brian, 2002. "Earnings inequality, returns to education and immigration into Ireland," Labour Economics, Elsevier, vol. 9(5), pages 665-680, November.
    16. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    17. Christopher T. Whelan & Damian F. Hannan, 1999. "Class Inequalities in Educational Attainment among the Adult Population in the Republic of Ireland," The Economic and Social Review, Economic and Social Studies, vol. 30(3), pages 285-307.
    18. Kathryn Wilson & Barbara Wolfe & Robert Haveman, 2005. "The Role of Expectations in Adolescent Schooling Choices: Do Youths Respond to Economic Incentives?," Economic Inquiry, Western Economic Association International, vol. 43(3), pages 467-492, July.
    19. Yoram Ben-Porath, 1967. "The Production of Human Capital and the Life Cycle of Earnings," Journal of Political Economy, University of Chicago Press, vol. 75(4), pages 352-352.
    20. Dorothy Watson, 2004. "Living in Ireland Survey - Technical Report and Codebook for Data Users," Papers WP163, Economic and Social Research Institute (ESRI).
    21. Card, David, 2001. "Estimating the Return to Schooling: Progress on Some Persistent Econometric Problems," Econometrica, Econometric Society, vol. 69(5), pages 1127-1160, September.
    22. Vladimir Stoikov, 1977. "On Some Models Of The Educational Decision," Kyklos, Wiley Blackwell, vol. 30(1), pages 74-87, February.
    23. Emer Smyth, 1999. "Educational Inequalities Among School Leavers in Ireland 1979-1994," The Economic and Social Review, Economic and Social Studies, vol. 30(3), pages 267-284.
    24. James J. Heckman & Thomas E. Macurdy, 1980. "A Life Cycle Model of Female Labour Supply," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 47-74.
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    1. Interesting paper on education choice in Ireland
      by Kevin Denny in Geary Behaviour Centre on 2009-05-25 19:26:00

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    More about this item

    Keywords

    higher education participation; random parameters logit model; lifecycle simulated earnings; higher education policy;
    All these keywords.

    JEL classification:

    • I23 - Health, Education, and Welfare - - Education - - - Higher Education; Research Institutions
    • C35 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions

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