IDEAS home Printed from https://ideas.repec.org/p/iza/izadps/dp5417.html
   My bibliography  Save this paper

Wage Inequality and Returns to Education in Turkey: A Quantile Regression Analysis

Author

Listed:
  • Tansel, Aysit

    (Middle East Technical University)

  • Bircan, Fatma

    (Middle East Technical University)

Abstract

This paper investigates the male wage inequality and its evolution over the 1994-2002 period in Turkey by estimating Mincerian wage equations using OLS and quantile regression techniques. Male wage inequality is high in Turkey. While it declined at the lower end of the wage distribution it increased at the top end of wage distribution. Education contributed to higher wage inequality through both within and between dimensions. The within-groups inequality increased and between-groups inequality decreased over the study period. The latter factor may have dominated the former contributing to the observed decline in the male wage inequality over the 1994-2002. Further results are provided for the wage effects of experience, public sector employment, geographic location, firm size, industry of employment and their contribution to wage inequality. Recent increases in FDI inflows, openness to trade and global technological developments are discussed as contributing factors to the recent rising within-groups wage inequality.

Suggested Citation

  • Tansel, Aysit & Bircan, Fatma, 2010. "Wage Inequality and Returns to Education in Turkey: A Quantile Regression Analysis," IZA Discussion Papers 5417, Institute of Labor Economics (IZA).
    • Handle: RePEc:iza:izadps:dp5417
    as

    Download full text from publisher

    File URL: https://docs.iza.org/dp5417.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Budría, Santiago & Moro-Egido, Ana I., 2008. "Education, educational mismatch, and wage inequality: Evidence for Spain," Economics of Education Review, Elsevier, vol. 27(3), pages 332-341, June.
    2. Moshe Buchinsky, 1998. "Recent Advances in Quantile Regression Models: A Practical Guideline for Empirical Research," Journal of Human Resources, University of Wisconsin Press, vol. 33(1), pages 88-126.
    3. Alexander Hijzen, 2007. "International Outsourcing, Technological Change, and Wage Inequality," Review of International Economics, Wiley Blackwell, vol. 15(1), pages 188-205, February.
    4. Seamus McGuinness & Frances McGinnity & Philip J. O'Connell, 2009. "Changing Returns to Education During a Boom? The Case of Ireland," LABOUR, CEIS, vol. 23(s1), pages 197-221, March.
    5. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1.
    6. José Mata & José A. F. Machado, 2005. "Counterfactual decomposition of changes in wage distributions using quantile regression," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(4), pages 445-465.
    7. Amanda Gosling & Stephen Machin & Costas Meghir, 2000. "The Changing Distribution of Male Wages in the U.K," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 67(4), pages 635-666.
    8. Tansel, Avsit, 2005. "Public-Private Employment Choice, Wage Differentials, and Gender in Turkey," Economic Development and Cultural Change, University of Chicago Press, vol. 53(2), pages 453-477, January.
    9. Buchinsky, Moshe, 1994. "Changes in the U.S. Wage Structure 1963-1987: Application of Quantile Regression," Econometrica, Econometric Society, vol. 62(2), pages 405-458, March.
    10. Sourafel Girma & Abbi Kedir, 2003. "Is Education More Benficial to the Less Able? Eocnometric Evidence from Ethiopia," Discussion Papers in Economics 03/1, Division of Economics, School of Business, University of Leicester.
    11. 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.
    12. Edward E. Leamer, 1994. "Trade, Wages and Revolving Door Ideas," NBER Working Papers 4716, National Bureau of Economic Research, Inc.
    13. Harry Patrinos & Cristobal Ridao-Cano & Chris Sakellariou, 2009. "A note on schooling and wage inequality in the public and private sector," Empirical Economics, Springer, vol. 37(2), pages 383-392, October.
    14. Juhn, Chinhui & Murphy, Kevin M & Pierce, Brooks, 1993. "Wage Inequality and the Rise in Returns to Skill," Journal of Political Economy, University of Chicago Press, vol. 101(3), pages 410-442, June.
    15. Chang-Tai Hsieh & Keong T. Woo, 2005. "The Impact of Outsourcing to China on Hong Kong's Labor Market," American Economic Review, American Economic Association, vol. 95(5), pages 1673-1687, December.
    16. Jacob A. Mincer, 1974. "Schooling and Earnings," NBER Chapters, in: Schooling, Experience, and Earnings, pages 41-63, National Bureau of Economic Research, Inc.
    17. Mwabu, Germano & Schultz, T Paul, 1996. "Education Returns across Quantiles of the Wage Function: Alternative Explanations for Returns to Education by Race in South Africa," American Economic Review, American Economic Association, vol. 86(2), pages 335-339, May.
    18. Bound, John & Johnson, George, 1992. "Changes in the Structure of Wages in the 1980's: An Evaluation of Alternative Explanations," American Economic Review, American Economic Association, vol. 82(3), pages 371-392, June.
    19. Evangelos M. Falaris, 2008. "A Quantile Regression Analysis of Wages in Panama," Review of Development Economics, Wiley Blackwell, vol. 12(3), pages 498-514, August.
    20. Santiago Budría & Pedro Telhado-Pereira, 2011. "Educational Qualifications And Wage Inequality: Evidence For Europe," Revista de Economia Aplicada, Universidad de Zaragoza, Departamento de Estructura Economica y Economia Publica, vol. 19(2), pages 5-34, Autumn.
    21. Alberto Abadie, 1997. "Changes in Spanish labor income structure during the 1980's: a quantile regression aproach," Investigaciones Economicas, Fundación SEPI, vol. 21(2), pages 253-272, May.
    22. Telhado Pereira, Pedro & Silva Martins, Pedro, 2002. "Is there a return-risk link in education?," Economics Letters, Elsevier, vol. 75(1), pages 31-37, March.
    23. Michael Rosholm & Helena Skyt Nielsen, 2001. "The public-private sector wage gap in Zambia in the 1990s: A quantile regression approach," Empirical Economics, Springer, vol. 26(1), pages 169-182.
    24. Lawrence F. Katz & Kevin M. Murphy, 1992. "Changes in Relative Wages, 1963–1987: Supply and Demand Factors," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(1), pages 35-78.
    25. Zadia M. Feliciano, 2001. "Workers and Trade Liberalization: The Impact of Trade Reforms in Mexico on Wages and Employment," ILR Review, Cornell University, ILR School, vol. 55(1), pages 95-115, October.
    26. Feenstra, Robert C & Hanson, Gordon H, 1996. "Globalization, Outsourcing, and Wage Inequality," American Economic Review, American Economic Association, vol. 86(2), pages 240-245, May.
    27. Pereira, Pedro T. & Martins, Pedro S., 2000. "Does Education Reduce Wage Inequality? Quantile Regressions Evidence from Fifteen European Countries," IZA Discussion Papers 120, Institute of Labor Economics (IZA).
    28. Aysit TANSEL, 2008. "Changing Returns To Education For Men And Women In A Developing Country: Turkey, 1994, 2002-2005," EcoMod2008 23800140, EcoMod.
    29. Thomas Lemieux, 2008. "The changing nature of wage inequality," Journal of Population Economics, Springer;European Society for Population Economics, vol. 21(1), pages 21-48, January.
    30. Martins, Pedro S., 2004. "Industry wage premia: evidence from the wage distribution," Economics Letters, Elsevier, vol. 83(2), pages 157-163, May.
    31. Eswar S. Prasad, 2004. "The Unbearable Stability of the German Wage Structure: Evidence and Interpretation," IMF Staff Papers, Palgrave Macmillan, vol. 51(2), pages 354-385.
    32. Gernandt Johannes & Pfeiffer Friedhelm, 2007. "Rising Wage Inequality in Germany," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 227(4), pages 358-380, August.
    33. 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.
    34. Joop Hartog & Pedro Pereira & Jose Vieira, 2001. "Changing returns to education in Portugal during the 1980s and early 1990s: OLS and quantile regression estimators," Applied Economics, Taylor & Francis Journals, vol. 33(8), pages 1021-1037.
    35. Martins, Pedro S. & Pereira, Pedro T., 2004. "Does education reduce wage inequality? Quantile regression evidence from 16 countries," Labour Economics, Elsevier, vol. 11(3), pages 355-371, June.
    36. Feenstra, Robert C. & Hanson, Gordon H., 1997. "Foreign direct investment and relative wages: Evidence from Mexico's maquiladoras," Journal of International Economics, Elsevier, vol. 42(3-4), pages 371-393, May.
    37. Gordon H. Hanson & Ann Harrison, 2022. "Trade Liberalization And Wage Inequality In Mexico," World Scientific Book Chapters, in: Globalization, Firms, and Workers, chapter 3, pages 43-60, World Scientific Publishing Co. Pte. Ltd..
    38. Eli Berman & John Bound & Zvi Griliches, 1994. "Changes in the Demand for Skilled Labor within U. S. Manufacturing: Evidence from the Annual Survey of Manufactures," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(2), pages 367-397.
    39. Blom, Andreas & Holm-Nielsen, Lauritz & Verner, Dorte, 2001. "Education, earnings, and inequality in Brazil, 1982-98 - implications for education policy," Policy Research Working Paper Series 2686, The World Bank.
    40. Juan Prieto-Rodriguez & Carlos Pestana Barros & Jose Vieira, 2008. "What a quantile approach can tell us about returns to education in Europe," Education Economics, Taylor & Francis Journals, vol. 16(4), pages 391-410.
    41. Corrado Andini, 2010. "Within-groups wage inequality and schooling: further evidence for Portugal," Applied Economics, Taylor & Francis Journals, vol. 42(28), pages 3685-3691.
    42. Roger Koenker & Kevin F. Hallock, 2001. "Quantile Regression," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 143-156, Fall.
    43. Aysit Tansel, 1998. "Self Employment Wage Employment Choice and Returns to Education for Urban Men and Women in Turkey," Working Papers 9804, Economic Research Forum, revised 04 Feb 1998.
    44. Fersterer, Josef & Winter-Ebmer, Rudolf, 2003. "Are Austrian returns to education falling over time?," Labour Economics, Elsevier, vol. 10(1), pages 73-89, February.
    45. Schaffner, Julie Anderson, 1998. "Premiums to employment in larger establishments: evidence from Peru," Journal of Development Economics, Elsevier, vol. 55(1), pages 81-113, February.
    46. José A. F. Machado & José Mata, 2001. "Earning functions in Portugal 1982-1994: Evidence from quantile regressions," Empirical Economics, Springer, vol. 26(1), pages 115-134.
    47. Mueller, Richard E., 1998. "Public-private sector wage differentials in Canada: evidence from quantile regressions," Economics Letters, Elsevier, vol. 60(2), pages 229-235, August.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Corrado Andini, 2022. "Tertiary education for all and wage inequality: policy insights from quantile regression," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 50(6), pages 1281-1296, November.
    2. Santiago Budria, 2010. "Schooling and the distribution of wages in the European private and public sectors," Applied Economics, Taylor & Francis Journals, vol. 42(8), pages 1045-1054.
    3. Rafal Kierzenkowski & Isabell Koske, 2012. "Less Income Inequality and More Growth – Are they Compatible? Part 8. The Drivers of Labour Income Inequality – A Literature Review," OECD Economics Department Working Papers 931, OECD Publishing.
    4. Michael Chletsos & Stelios Roupakias, 2020. "Education and wage inequality before and during the fiscal crisis: A quantile regression analysis for Greece 2006–2016," Review of Development Economics, Wiley Blackwell, vol. 24(4), pages 1333-1364, November.
    5. Santiago Budría & Pedro Telhado-Pereira, 2011. "Educational Qualifications And Wage Inequality: Evidence For Europe," Revista de Economia Aplicada, Universidad de Zaragoza, Departamento de Estructura Economica y Economia Publica, vol. 19(2), pages 5-34, Autumn.
    6. Fasih, Tazeen & Kingdon, Geeta & Patrinos, Harry Anthony & Sakellariou, Chris & Soderbom, Mans, 2012. "Heterogeneous returns to education in the labor market," Policy Research Working Paper Series 6170, The World Bank.
    7. Angel de la Fuente & Antonio Ciccone, 2003. "Human capital in a global and knowledge-based economy," UFAE and IAE Working Papers 562.03, Unitat de Fonaments de l'Anàlisi Econòmica (UAB) and Institut d'Anàlisi Econòmica (CSIC).
    8. Anuneeta Mitra, 2016. "Education and earning linkages of regular and casual workers in India: a quantile regression approach," Journal of Social and Economic Development, Springer;Institute for Social and Economic Change, vol. 18(1), pages 147-174, October.
    9. Tushar Agrawal, 2011. "Returns to education in India: Some recent evidence," Indira Gandhi Institute of Development Research, Mumbai Working Papers 2011-017, Indira Gandhi Institute of Development Research, Mumbai, India.
    10. Selahattin Güriş & Ebru Çağlayan, 2012. "Returns to education and wages in Turkey: robust and resistant regression," Quality & Quantity: International Journal of Methodology, Springer, vol. 46(5), pages 1407-1416, August.
    11. Jean-Marc Fournier & Isabell Koske, 2012. "The determinants of earnings inequality: evidence from quantile regressions," OECD Journal: Economic Studies, OECD Publishing, vol. 2012(1), pages 7-36.
    12. Balestra, Simone & Backes-Gellner, Uschi, 2017. "Heterogeneous returns to education over the wage distribution: Who profits the most?," Labour Economics, Elsevier, vol. 44(C), pages 89-105.
    13. Knud MUNK, 2010. "Optimal Border Taxes in Developing Countries: On the Importance of a Large Informal Sector," EcoMod2010 259600119, EcoMod.
    14. Jelena Lausev, 2014. "WHAT HAS 20 YEARS OF PUBLIC–PRIVATE PAY GAP LITERATURE TOLD US? EASTERN EUROPEAN TRANSITIONING vs. DEVELOPED ECONOMIES," Journal of Economic Surveys, Wiley Blackwell, vol. 28(3), pages 516-550, July.
    15. Zheng Fang & Chris Sakellariou, 2011. "A Case of Sticky Floors: Gender Wage Differentials in Thailand," Asian Economic Journal, East Asian Economic Association, vol. 25(1), pages 35-54, March.
    16. Santiago Budría, 2011. "Are Educational Mismatches Responsible for the ‘Inequality Increasing Effect’ of Education?," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 102(3), pages 409-437, July.
    17. Harry Anthony Patrinos & Chris Sakellariou, 2006. "Economic volatility and returns to education in Venezuela: 1992-2002," Applied Economics, Taylor & Francis Journals, vol. 38(17), pages 1991-2005.
    18. Claudia Tello & Raul Ramos & Manuel Artís, 2012. "Changes in wage structure in Mexico going beyond the mean: An analysis of differences in distribution, 1987-2008," Working Papers XREAP2012-07, Xarxa de Referència en Economia Aplicada (XREAP), revised May 2012.
    19. Koomen, Miriam & Backes-Gellner, Uschi, 2022. "Occupational tasks and wage inequality in West Germany: A decomposition analysis," Labour Economics, Elsevier, vol. 79(C).
    20. Jean-Marc Fournier & Isabell Koske, 2012. "Less Income Inequality and More Growth – Are they Compatible? Part 7. The Drivers of Labour Earnings Inequality – An Analysis Based on Conditional and Unconditional Quantile Regressions," OECD Economics Department Working Papers 930, OECD Publishing.

    More about this item

    Keywords

    quantile regression; wage inequality; returns to education; Turkey;
    All these keywords.

    JEL classification:

    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J23 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Demand
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:iza:izadps:dp5417. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Holger Hinte (email available below). General contact details of provider: https://edirc.repec.org/data/izaaade.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.