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Modeling the employment decisions of young men and women in nine European countries: An application of random utility theory and revealed preference

Author

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  • Jagannathan, Radha
  • Camasso, Michael J
  • LaFleur, Jocelyn
  • Monteleone, Simona

Abstract

In this paper we examine the decisions of over 15,000 young adults aged 18–35 from nine European countries to choose employment over unemployment or remaining in education. Instead of focusing only on who makes those decisions as is typically done, we attempt to answer the question of why a particular decision is made. Using data from the Cultural Pathways to Economic Self-sufficiency and Entrepreneurship (CUPESSE) project, we estimate a series of country and gender-specific conditional logit (CLGT) models adjusted for individual work values, soft skills, demographic characteristics and local labor markets. We find that young women in Czechia, Germany, Greece, Hungary and Italy and both men and women in Spain and the United Kingdom, respond to exogenous wage offers providing some evidence for job search theory and for the reservation wage hypothesis. Our uptake rate simulations show that a 10% increase in wages have the potential to increase employment by as little as 2 percentage points in the UK and by as much as 14 percentage points in Czechia and Spain. Further, if unemployment benefits are also simultaneously reduced by 10% employment increases in these latter countries by 20 and 17 percentage points. We demonstrate the ways that revealed preference (RP) analysis can aid policy makers through strength of preference, uptake rate and willingness-to-pay applications.

Suggested Citation

  • Jagannathan, Radha & Camasso, Michael J & LaFleur, Jocelyn & Monteleone, Simona, 2024. "Modeling the employment decisions of young men and women in nine European countries: An application of random utility theory and revealed preference," Economic Analysis and Policy, Elsevier, vol. 82(C), pages 233-247.
  • Handle: RePEc:eee:ecanpo:v:82:y:2024:i:c:p:233-247
    DOI: 10.1016/j.eap.2024.03.009
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    as
    1. Floro Ernesto Caroleo & Francesco Pastore, 2018. "Overeducation at a Glance. Determinants and Wage Effects of the Educational Mismatch Based on AlmaLaurea Data," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 137(3), pages 999-1032, June.
    2. Bhat, Chandra R., 1998. "Accommodating variations in responsiveness to level-of-service measures in travel mode choice modeling," Transportation Research Part A: Policy and Practice, Elsevier, vol. 32(7), pages 495-507, September.
    3. Melvin Vooren & Carla Haelermans & Wim Groot & Henriette Maassen van den Brink, 2019. "Employers’ preferences for IT-retrainees: evidence from a discrete choice experiment," International Journal of Manpower, Emerald Group Publishing Limited, vol. 40(7), pages 1273-1287, September.
    4. Sicherman, Nachum & Galor, Oded, 1990. "A Theory of Career Mobility," Journal of Political Economy, University of Chicago Press, vol. 98(1), pages 169-192, February.
    5. Richard B. Freeman & David A. Wise, 1982. "The Youth Labor Market Problem: Its Nature Causes and Consequences," NBER Chapters, in: The Youth Labor Market Problem: Its Nature, Causes, and Consequences, pages 1-16, National Bureau of Economic Research, Inc.
    6. Francine D. Blau & Lawrence M. Kahn, 2017. "The Gender Wage Gap: Extent, Trends, and Explanations," Journal of Economic Literature, American Economic Association, vol. 55(3), pages 789-865, September.
    7. Simona Demel & Petr Mariel & Jürgen Meyerhoff, 2019. "Job preferences of business and economics students," International Journal of Manpower, Emerald Group Publishing Limited, vol. 40(3), pages 473-499, February.
    8. John Ermisch & Robert Wright, 1994. "Interpretation of negative sample selection effects in wage offer equations," Applied Economics Letters, Taylor & Francis Journals, vol. 1(11), pages 187-189.
    9. Jacob A. Mincer, 1974. "Introduction to "Schooling, Experience, and Earnings"," NBER Chapters, in: Schooling, Experience, and Earnings, pages 1-4, National Bureau of Economic Research, Inc.
    10. Marco Caliendo & Ricarda Schmidl, 2016. "Youth unemployment and active labor market policies in Europe," IZA Journal of Labor Policy, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 5(1), pages 1-30, December.
    11. Francine D. Blau & Lawrence M. Kahn, 2003. "Understanding International Differences in the Gender Pay Gap," Journal of Labor Economics, University of Chicago Press, vol. 21(1), pages 106-144, January.
    12. Tor Eriksson & Nicolai Kristensen, 2014. "Wages or Fringes? Some Evidence on Trade-Offs and Sorting," Journal of Labor Economics, University of Chicago Press, vol. 32(4), pages 899-928.
    13. Ides Nicaise, 2001. "Human capital, reservation wages and job competition: Heckman's lambda re-interpreted," Applied Economics, Taylor & Francis Journals, vol. 33(3), pages 309-315.
    14. Claudia Goldin, 2014. "A Grand Gender Convergence: Its Last Chapter," American Economic Review, American Economic Association, vol. 104(4), pages 1091-1119, April.
    15. Wehner, Caroline & de Grip, Andries & Pfeifer, Harald, 2022. "Do recruiters select workers with different personality traits for different tasks? A discrete choice experiment," Labour Economics, Elsevier, vol. 78(C).
    16. Paula Rodriguez-Modroño, 2019. "Youth unemployment, NEETs and structural inequality in Spain," International Journal of Manpower, Emerald Group Publishing Limited, vol. 40(3), pages 433-448, January.
    17. James J. Heckman & Jora Stixrud & Sergio Urzua, 2006. "The Effects of Cognitive and Noncognitive Abilities on Labor Market Outcomes and Social Behavior," Journal of Labor Economics, University of Chicago Press, vol. 24(3), pages 411-482, July.
    18. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1.
    19. Daniel McFadden & Kenneth Train, 2000. "Mixed MNL models for discrete response," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(5), pages 447-470.
    20. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521747387, January.
    21. Hartog, Joop & Oosterbeek, Hessel, 1988. "Education, allocation and earnings in the Netherlands: 0verschooling?," Economics of Education Review, Elsevier, vol. 7(2), pages 185-194, April.
    22. Gary S. Becker & William H. J. Hubbard & Kevin M. Murphy, 2010. "Explaining the Worldwide Boom in Higher Education of Women," Journal of Human Capital, University of Chicago Press, vol. 4(3), pages 203-241.
    23. Daniel McFadden, 1986. "The Choice Theory Approach to Market Research," Marketing Science, INFORMS, vol. 5(4), pages 275-297.
    24. Gary S. Becker, 1964. "Human Capital: A Theoretical and Empirical Analysis with Special Reference to Education, First Edition," NBER Books, National Bureau of Economic Research, Inc, number beck-5.
    25. 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.
    26. 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.
    27. Thomas A. Mroz & Timothy H. Savage, 2006. "The Long-Term Effects of Youth Unemployment," Journal of Human Resources, University of Wisconsin Press, vol. 41(2).
    28. Seamus McGuinness & Adele Bergin & Adele Whelan, 2018. "Overeducation in Europe: trends, convergence, and drivers," Oxford Economic Papers, Oxford University Press, vol. 70(4), pages 994-1015.
    29. Chandra R. Bhat, 2000. "Incorporating Observed and Unobserved Heterogeneity in Urban Work Travel Mode Choice Modeling," Transportation Science, INFORMS, vol. 34(2), pages 228-238, May.
    30. Gary S. Becker & William H. J. Hubbard & Kevin M. Murphy, 2010. "Explaining the Worldwide Boom in Higher Education of Women," Journal of Human Capital, University of Chicago Press, vol. 4(3), pages 203-241.
    31. Riza Bayrak, Halim Tatli, 2018. "The Determinants of Youth Unemployment: A Panel Data Analysis of OECD Countries," European Journal of Comparative Economics, Cattaneo University (LIUC), vol. 15(2), pages 231-248, December.
    32. Zimmermann, Klaus F. & Biavaschi, Costanza & Eichhorst, Werner & Giulietti, Corrado & Kendzia, Michael J. & Muravyev, Alexander & Pieters, Janneke & Rodríguez-Planas, Núria & Schmidl, Ricarda, 2013. "Youth Unemployment and Vocational Training," Foundations and Trends(R) in Microeconomics, now publishers, vol. 9(1–2), pages 1-157, December.
    33. Dolton, P J & Makepeace, G H, 1986. "Sample Selection and Male-Female Earnings Differentials in the Graduate Labour Market," Oxford Economic Papers, Oxford University Press, vol. 38(2), pages 317-341, July.
    34. Ulf Andersson & Alvaro Cuervo-Cazurra & Bo Bernhard Nielsen, 2014. "From the Editors: Explaining interaction effects within and across levels of analysis," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 45(9), pages 1063-1071, December.
    35. Baldwin, Marjorie & Johnson, William G, 1992. "Estimating the Employment Effects of Wage Discrimination," The Review of Economics and Statistics, MIT Press, vol. 74(3), pages 446-455, August.
    36. Daniel McFadden, 1975. "The Revealed Preferences of a Government Bureaucracy: Theory," Bell Journal of Economics, The RAND Corporation, vol. 6(2), pages 401-416, Autumn.
    37. Denise Doiron & Jane Hall & Patricia Kenny & Deborah J. Street, 2014. "Job preferences of students and new graduates in nursing," Applied Economics, Taylor & Francis Journals, vol. 46(9), pages 924-939, March.
    38. Saul Hoffman & Greg Duncan, 1988. "Multinomial and conditional logit discrete-choice models in demography," Demography, Springer;Population Association of America (PAA), vol. 25(3), pages 415-427, August.
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