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Overeducation and the Gender Pay Gap in Italy. A Double Selectivity Approach

Author

Listed:
  • Carolina Castagnetti

    (Department of Economics and Management, University of Pavia)

  • Luisa Rosti

    (Department of Economics and Management, University of Pavia)

  • Marina Toepfer

    (Institute of Economics, University of Hohenheim)

Abstract

We use a large Italian data set (ISFOL-PLUS 2005-2014) to estimate the gender pay gap (GPG) among overeducated workers. We show that overeducation is an important driver of the GPG. This result holds when controlling for sample selection and endogeneity problems, too. Neglecting selectivity issues may lead to the conclusion that discrimination is the most important driver of the GPG. Yet, when accounting for self-selection and endogeneity bias overeducation is found to merely reflect unobserved differences in personal characteristics such as innate ability. The selection coefficients for both the participation and the overeducation decision allow explaining almost the entire GPG.

Suggested Citation

  • Carolina Castagnetti & Luisa Rosti & Marina Toepfer, 2017. "Overeducation and the Gender Pay Gap in Italy. A Double Selectivity Approach," DEM Working Papers Series 144, University of Pavia, Department of Economics and Management.
  • Handle: RePEc:pav:demwpp:demwp0144
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    File URL: http://dem-web.unipv.it/web/docs/dipeco/quad/ps/RePEc/pav/demwpp/DEMWP0144.pdf
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    as
    1. Francis Green & Steven McIntosh & Anna Vignoles, 2002. "The Utilization of Education and Skills: Evidence from Britain," Manchester School, University of Manchester, vol. 70(6), pages 792-811, December.
    2. Meng, Chun-Lo & Schmidt, Peter, 1985. "On the Cost of Partial Observability in the Bivariate Probit Model," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 26(1), pages 71-85, February.
    3. Hartog, Joop, 2000. "Over-education and earnings: where are we, where should we go?," Economics of Education Review, Elsevier, vol. 19(2), pages 131-147, April.
    4. Dubin, Jeffrey A & McFadden, Daniel L, 1984. "An Econometric Analysis of Residential Electric Appliance Holdings and Consumption," Econometrica, Econometric Society, vol. 52(2), pages 345-362, March.
    5. Francine D. Blau & Lawrence M. Kahn, 2006. "The U.S. Gender Pay Gap in the 1990S: Slowing Convergence," ILR Review, Cornell University, ILR School, vol. 60(1), pages 45-66, October.
    6. 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.
    7. Bauer, Thomas K., 2002. "Educational mismatch and wages: a panel analysis," Economics of Education Review, Elsevier, vol. 21(3), pages 221-229, June.
    8. Jacob Mincer & Solomon Polachek, 1974. "Family Investments in Human Capital: Earnings of Women," NBER Chapters, in: Marriage, Family, Human Capital, and Fertility, pages 76-110, National Bureau of Economic Research, Inc.
    9. Sattinger, Michael, 1993. "Assignment Models of the Distribution of Earnings," Journal of Economic Literature, American Economic Association, vol. 31(2), pages 831-880, June.
    10. Séamus McGuinness, 2006. "Overeducation in the Labour Market," Journal of Economic Surveys, Wiley Blackwell, vol. 20(3), pages 387-418, July.
    11. Eric Solberg & Teresa Laughlin, 1995. "The Gender Pay Gap, Fringe Benefits, and Occupational Crowding," ILR Review, Cornell University, ILR School, vol. 48(4), pages 692-708, July.
    12. Claudia Olivetti & Barbara Petrongolo, 2008. "Unequal Pay or Unequal Employment? A Cross-Country Analysis of Gender Gaps," Journal of Labor Economics, University of Chicago Press, vol. 26(4), pages 621-654, October.
    13. Luis Ortiz, 2010. "Not the right job, but a secure one," Work, Employment & Society, British Sociological Association, vol. 24(1), pages 47-64, March.
    14. Kedir, Abbi & Kyrizi, Andri & Martínez Mora, Francisco,, 2012. "Signalling and Productivity Effects of Overeducation: Is It Really a Waste of Resources?," Working Papers 2072/203170, Universitat Rovira i Virgili, Department of Economics.
    15. Oaxaca, Ronald, 1973. "Male-Female Wage Differentials in Urban Labor Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 14(3), pages 693-709, October.
    16. Sara Rica & Juan Dolado & Vanesa Llorens, 2008. "Ceilings or floors? Gender wage gaps by education in Spain," Journal of Population Economics, Springer;European Society for Population Economics, vol. 21(3), pages 751-776, July.
    17. Claudia Goldin, 2014. "A Grand Gender Convergence: Its Last Chapter," American Economic Review, American Economic Association, vol. 104(4), pages 1091-1119, April.
    18. Becker, Gary S, 1985. "Human Capital, Effort, and the Sexual Division of Labor," Journal of Labor Economics, University of Chicago Press, vol. 3(1), pages 33-58, January.
    19. Dolton, Peter & Vignoles, Anna, 2000. "The incidence and effects of overeducation in the U.K. graduate labour market," Economics of Education Review, Elsevier, vol. 19(2), pages 179-198, April.
    20. Felix Büchel & Harminder Battu, 2003. "The Theory of Differential Overqualification: Does it Work?," Scottish Journal of Political Economy, Scottish Economic Society, vol. 50(1), pages 1-16, February.
    21. Giuseppe Croce & Emanuela Ghignoni, 2015. "Educational mismatch and spatial flexibility in Italian local labour markets," Education Economics, Taylor & Francis Journals, vol. 23(1), pages 25-46, February.
    22. Leuven, Edwin & Oosterbeek, Hessel, 2011. "Overeducation and Mismatch in the Labor Market," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 4, chapter 0, pages 283-326, Elsevier.
    23. Dolton, Peter J. & Silles, Mary A., 2008. "The effects of over-education on earnings in the graduate labour market," Economics of Education Review, Elsevier, vol. 27(2), pages 125-139, April.
    24. H. Battu & C. R. Belfield & P. J. Sloane, 1999. "Overeducation Among Graduates: a cohort view," Education Economics, Taylor & Francis Journals, vol. 7(1), pages 21-38.
    25. Marco Pecoraro, 2016. "The incidence and wage effects of overeducation using the vertical and horizontal mismatch in skills," International Journal of Manpower, Emerald Group Publishing Limited, vol. 37(3), pages 536-555, June.
    26. Schmertmann, Carl P., 1994. "Selectivity bias correction methods in polychotomous sample selection models," Journal of Econometrics, Elsevier, vol. 60(1-2), pages 101-132.
    27. Alan S. Blinder, 1973. "Wage Discrimination: Reduced Form and Structural Estimates," Journal of Human Resources, University of Wisconsin Press, vol. 8(4), pages 436-455.
    28. Elaine Sorensen, 1989. "Measuring the Pay Disparity between Typically Female Occupations and other Jobs: A Bivariate Selectivity Approach," ILR Review, Cornell University, ILR School, vol. 42(4), pages 624-639, July.
    29. Peter J. Sloane & Kostas Mavromaras, 2020. "Overeducation, skill mismatches, and labor market outcomes for college graduates," IZA World of Labor, Institute of Labor Economics (IZA), pages 1-88, May.
    30. Ian W. Li & Paul W. Miller, 2012. "Gender Discrimination in the Australian Graduate Labour Market," Australian Journal of Labour Economics (AJLE), Bankwest Curtin Economics Centre (BCEC), Curtin Business School, vol. 15(3), pages 167-199.
    31. Robst, John, 2007. "Education and job match: The relatedness of college major and work," Economics of Education Review, Elsevier, vol. 26(4), pages 397-407, August.
    32. Frank, Robert H, 1978. "Why Women Earn Less: The Theory and Estimation of Differential Overqualification," American Economic Review, American Economic Association, vol. 68(3), pages 360-373, June.
    33. Ilias Livanos & Imanol Núñez, 2012. "The effect of higher education on the gender wage gap," International Journal of Education Economics and Development, Inderscience Enterprises Ltd, vol. 3(1), pages 33-47.
    34. McGoldrick, KimMarie & Robst, John, 1996. "Gender Differences in Overeducation: A Test of the Theory of Differential Overqualification," American Economic Review, American Economic Association, vol. 86(2), pages 280-284, May.
    35. Stiglitz, Joseph E, 1973. "Approaches to the Economics of Discrimination," American Economic Review, American Economic Association, vol. 63(2), pages 287-295, May.
    36. Sicherman, Nachum, 1991. ""Overeducation" in the Labor Market," Journal of Labor Economics, University of Chicago Press, vol. 9(2), pages 101-122, April.
    37. McGuinness, Seamus & Bennett, Jessica, 2007. "Overeducation in the graduate labour market: A quantile regression approach," Economics of Education Review, Elsevier, vol. 26(5), pages 521-531, October.
    38. Groot, Wim & Maassen van den Brink, Henriette, 2000. "Overeducation in the labor market: a meta-analysis," Economics of Education Review, Elsevier, vol. 19(2), pages 149-158, April.
    39. Boll, Christina & Leppin, Julian Sebastian, 2013. "Equal matches are only half the story: Why German female graduates earn 27 % less than males," HWWI Research Papers 138, Hamburg Institute of International Economics (HWWI).
    40. Buchel, Felix & van Ham, Maarten, 2003. "Overeducation, regional labor markets, and spatial flexibility," Journal of Urban Economics, Elsevier, vol. 53(3), pages 482-493, May.
    41. Jacob Mincer, 1958. "Investment in Human Capital and Personal Income Distribution," Journal of Political Economy, University of Chicago Press, vol. 66(4), pages 281-281.
    42. Francis Green & Steven McIntosh, 2007. "Is there a genuine under-utilization of skills amongst the over-qualified?," Applied Economics, Taylor & Francis Journals, vol. 39(4), pages 427-439.
    43. repec:bla:econom:v:70:y:2003:i:279:p:509-531 is not listed on IDEAS
    44. Felix Büchel & Andries de Grip & Antje Mertens (ed.), 2003. "Overeducation in Europe," Books, Edward Elgar Publishing, number 3054.
    45. Ian W. Li & Paul W. Miller, 2012. "Gender Discrimination in the Australian Graduate Labour Market," Australian Journal of Labour Economics (AJLE), Bankwest Curtin Economics Centre (BCEC), Curtin Business School, vol. 15(3), pages 167-199.
    46. repec:iza:izawol:journl:y:2014:p:88 is not listed on IDEAS
    47. repec:pri:indrel:dsp01gb19f581g is not listed on IDEAS
    48. Eugene A. Kroch & Kriss Sjoblom, 1994. "Schooling as Human Capital or a Signal: Some Evidence," Journal of Human Resources, University of Wisconsin Press, vol. 29(1), pages 156-180.
    49. Michael Spence, 1973. "Job Market Signaling," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 87(3), pages 355-374.
    50. Heinze, Anja & Beninger, Denis & Beblo, Miriam & Laisney, François, 2003. "Measuring Selectivity-Corrected Gender Wage Gaps in the EU," ZEW Discussion Papers 03-74, ZEW - Leibniz Centre for European Economic Research.
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    More about this item

    Keywords

    gender pay gap; double selection; Italy; discrimination; wages.;
    All these keywords.

    JEL classification:

    • I26 - Health, Education, and Welfare - - Education - - - Returns to Education
    • J16 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Gender; Non-labor Discrimination
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J71 - Labor and Demographic Economics - - Labor Discrimination - - - Hiring and Firing

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