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Analyzing Wage Differentials by Fields of Study: Evidence from Turkey

Author

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  • Antonio Di Paolo

    (Department of Econometrics, University of Barcelona, Av. Diagonal 696; 08034 Barcelona,Spain.)

  • Aysit Tansel

    (Department of Economics Middle East, Technical University, 06800 Ankara,Turkey.)

Abstract

This paper analyzes the drivers of wage differences among college graduates who hold a degree in a different field of study. We focus on Turkey, an emerging country that is characterized by a sustained expansion of higher education. We estimate conditional wage gaps by field of study using OLS regressions. Average differentials are subsequently decomposed into the contribution of observable characteristics (endowment) and unobservable characteristics (returns). To shed light on distributional wage disparities by field of study, we provide estimates along the unconditional wage distribution by means of RIF-Regressions. Finally, we also decompose the contribution of explained and unexplained factors in accounting for wage gaps along the whole distribution. As such, this is the first work providing evidence on distributional wage differences by college major for a developing country. The results indicate the existence of important wage differences by field of study, which are partly accounted by differences in observable characteristics (especially occupation and, to a lesser extent, employment sector). These pay gaps are also heterogeneous over the unconditional distribution of wages, as is the share of wage differentials that can be attributed to differences in observable characteristics across workers with degrees in different fields of study.

Suggested Citation

  • Antonio Di Paolo & Aysit Tansel, 2017. "Analyzing Wage Differentials by Fields of Study: Evidence from Turkey," IREA Working Papers 201716, University of Barcelona, Research Institute of Applied Economics, revised Sep 2017.
    • Handle: RePEc:ira:wpaper:201716
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    References listed on IDEAS

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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. Joseph G. Altonji & Lisa B. Kahn & Jamin D. Speer, 2014. "Trends in Earnings Differentials across College Majors and the Changing Task Composition of Jobs," American Economic Review, American Economic Association, vol. 104(5), pages 387-393, May.
    3. Paolo Buonanno & Dario Pozzoli, 2009. "Early Labour Market Returns to College Subject," LABOUR, CEIS, vol. 23(4), pages 559-588, December.
    4. Jayanta Bhattacharya, 2005. "Specialty Selection and Lifetime Returns to Specialization Within Medicine," Journal of Human Resources, University of Wisconsin Press, vol. 40(1).
    5. 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.
    6. Webber, Douglas A., 2014. "The lifetime earnings premia of different majors: Correcting for selection based on cognitive, noncognitive, and unobserved factors," Labour Economics, Elsevier, vol. 28(C), pages 14-23.
    7. Walker, Ian & Zhu, Yu, 2011. "Differences by degree: Evidence of the net financial rates of return to undergraduate study for England and Wales," Economics of Education Review, Elsevier, vol. 30(6), pages 1177-1186.
    8. Tansel, Aysit, 1994. "Wage employment, earnings and returns to schooling for men and women in Turkey," Economics of Education Review, Elsevier, vol. 13(4), pages 305-320.
    9. Fortin, Nicole & Lemieux, Thomas & Firpo, Sergio, 2011. "Decomposition Methods in Economics," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 1, pages 1-102, Elsevier.
    10. 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.
    11. 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.
    12. Barbara S. Grave & Katja Goerlitz, 2012. "Wage differentials by field of study -- the case of German university graduates," Education Economics, Taylor & Francis Journals, vol. 20(3), pages 284-302, March.
    13. Frisancho, Veronica & Krishna, Kala & Lychagin, Sergey & Yavas, Cemile, 2016. "Better luck next time: Learning through retaking," Journal of Economic Behavior & Organization, Elsevier, vol. 125(C), pages 120-135.
    14. Nadine Ketel & Edwin Leuven & Hessel Oosterbeek & Bas van der Klaauw, 2016. "The Returns to Medical School: Evidence from Admission Lotteries," American Economic Journal: Applied Economics, American Economic Association, vol. 8(2), pages 225-254, April.
    15. Arcidiacono, Peter, 2004. "Ability sorting and the returns to college major," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 343-375.
    16. Aysit TANSEL, 2008. "Changing Returns To Education For Men And Women In A Developing Country: Turkey, 1994, 2002-2005," EcoMod2008 23800140, EcoMod.
    17. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    18. Chevalier, Arnaud, 2011. "Subject choice and earnings of UK graduates," Economics of Education Review, Elsevier, vol. 30(6), pages 1187-1201.
    19. Montmarquette, Claude & Cannings, Kathy & Mahseredjian, Sophie, 2002. "How do young people choose college majors?," Economics of Education Review, Elsevier, vol. 21(6), pages 543-556, December.
    20. Finnie, Ross & Frenette, Marc, 2003. "Earning differences by major field of study: evidence from three cohorts of recent Canadian graduates," Economics of Education Review, Elsevier, vol. 22(2), pages 179-192, April.
    21. Thomas Lemieux, 2014. "Occupations, fields of study and returns to education," Canadian Journal of Economics, Canadian Economics Association, vol. 47(4), pages 1047-1077, November.
    22. 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.
    23. Gabriele Ballarino & Massimiliano Bratti, 2009. "Field of Study and University Graduates' Early Employment Outcomes in Italy during 1995–2004," LABOUR, CEIS, vol. 23(3), pages 421-457, September.
    24. Massimiliano BRATTI & Robin NAYLOR & Jeremy SMITH, 2008. "Heterogeneities in the returns to degrees: evidence from the British cohort study 1970," Departmental Working Papers 2008-40, Department of Economics, Management and Quantitative Methods at Università degli Studi di Milano.
    25. Long, Mark C. & Goldhaber, Dan & Huntington-Klein, Nick, 2015. "Do completed college majors respond to changes in wages?," Economics of Education Review, Elsevier, vol. 49(C), pages 1-14.
    26. Kelly, Elish & O'Connell, Philip J. & Smyth, Emer, 2010. "The economic returns to field of study and competencies among higher education graduates in Ireland," Economics of Education Review, Elsevier, vol. 29(4), pages 650-657, August.
    27. Ilias Livanos & Konstantinos Pouliakas, 2011. "Wage returns to university disciplines in Greece: are Greek higher education degrees Trojan Horses?," Education Economics, Taylor & Francis Journals, vol. 19(4), pages 411-445, December.
    28. 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.
    29. Lars Kirkebøen & Edwin Leuven & Magne Mogstad, 2014. "Field of Study, Earnings, and Self-Selection," NBER Working Papers 20816, National Bureau of Economic Research, Inc.
    30. Mark C. Berger, 1988. "Predicted Future Earnings and Choice of College Major," ILR Review, Cornell University, ILR School, vol. 41(3), pages 418-429, April.
    31. Caner, Asena & Okten, Cagla, 2010. "Risk and career choice: Evidence from Turkey," Economics of Education Review, Elsevier, vol. 29(6), pages 1060-1075, December.
    32. repec:zbw:rwirep:0316 is not listed on IDEAS
    33. Altonji, J.G. & Arcidiacono, P. & Maurel, A., 2016. "The Analysis of Field Choice in College and Graduate School," Handbook of the Economics of Education,, Elsevier.
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    Cited by:

    1. Harry Anthony Patrinos & George Psacharopoulos & Aysit Tansel, 2019. "Returns to Investment in Education: The Case of Turkey," Koç University-TUSIAD Economic Research Forum Working Papers 1906, Koc University-TUSIAD Economic Research Forum.
    2. Merve Kurt & Erdal Gumus, 2021. "Returns on Investment in Education: Evidence from Turkey by Education Level and by Higher Education Program," Hacienda Pública Española / Review of Public Economics, IEF, vol. 238(3), pages 3-28, September.
    3. Harry Anthony Patrinos & George Psacharopoulos & Aysit Tansel, 2019. "GLOBALISATION AND GOVERNANCE: Returns to Investment in Education: The Case of Turkey," ERC Working Papers 1903, ERC - Economic Research Center, Middle East Technical University, revised Mar 2019.
    4. Harry Anthony Patrinos & George Psacharopoulos & Aysit Tansel, 2019. "Returns to Investment in Education: The Case of Turkey," Koç University-TUSIAD Economic Research Forum Working Papers 1906, Koc University-TUSIAD Economic Research Forum.

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    More about this item

    Keywords

    Fields of Study; Wage Differentials; Decomposition; Unconditional Wage Distribution; Turkey. JEL classification: J31; J24; I23; I26.;
    All these keywords.

    JEL classification:

    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • I23 - Health, Education, and Welfare - - Education - - - Higher Education; Research Institutions
    • I26 - Health, Education, and Welfare - - Education - - - Returns to Education

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