IDEAS home Printed from https://ideas.repec.org/p/auu/dpaper/510.html
   My bibliography  Save this paper

Is There a Glass Ceiling over Europe? Exploring the Gender Pay Gap across the Wages Distribution

Author

Listed:
  • Wiji Arulampalam
  • Alison Booth
  • Mark L. Bryan

Abstract

Using harmonised data from the European Union Household Panel, we analyse gender pay gaps by sector across the wages distribution for eleven countries. We find that the mean gender pay gap in the raw data typically hides large variations in the gap across the wages distribution. We use quantile regression techniques to control for the effects of individual and job characteristics at different points of the distribution, and calculate the part of the gap attributable to differing returns between men and women. We find that, first, gender pay gaps are typically bigger at the top of the wage distribution, a finding that is consistent with the existence of glass ceilings. Second, for some countries gender pay gaps are also bigger at the bottom of the wage distribution, a finding that is consistent with sticky floors. Third, the gender pay gap is typically higher at the top than the bottom end of the wage distribution, suggesting that glass ceilings are more prevalent than sticky floors. Fourth, the gender pay gap differs significantly across the public and the private sector wages distribution for each of our EU countries.

Suggested Citation

  • Wiji Arulampalam & Alison Booth & Mark L. Bryan, 2006. "Is There a Glass Ceiling over Europe? Exploring the Gender Pay Gap across the Wages Distribution," CEPR Discussion Papers 510, Centre for Economic Policy Research, Research School of Economics, Australian National University.
  • Handle: RePEc:auu:dpaper:510
    as

    Download full text from publisher

    File URL: https://www.cbe.anu.edu.au/researchpapers/CEPR/DP510.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Wiji Arulampalam & Alison L. Booth & Mark L. Bryan, 2004. "Training in Europe," Journal of the European Economic Association, MIT Press, vol. 2(2-3), pages 346-360, 04/05.
    2. Juan Dolado & Francis Kramarz & Steven Machin & Alan Manning & David Margolis & Coen Teulings, 1996. "The Economic Impact of Minimum Wages in Europe," Post-Print halshs-00353896, HAL.
    3. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    4. Daron Acemoglu & Jörn-Steffen Pischke, 2003. "Minimum Wages And On-The-Job Training," Research in Labor Economics, in: Worker Well-Being and Public Policy, pages 159-202, Emerald Group Publishing Limited.
    5. Florence Jaumotte, 2003. "Female Labour Force Participation: Past Trends and Main Determinants in OECD Countries," OECD Economics Department Working Papers 376, OECD Publishing.
    6. Daron Acemoglu & Jorn-Steffen Pischke, 1999. "The Structure of Wages and Investment in General Training," Journal of Political Economy, University of Chicago Press, vol. 107(3), pages 539-572, June.
    7. Fitzenberger, Bernd, 1998. "The moving blocks bootstrap and robust inference for linear least squares and quantile regressions," Journal of Econometrics, Elsevier, vol. 82(2), pages 235-287, February.
    8. Stephen Machin & Alan Manning, 1992. "Minimum Wages," CEP Discussion Papers dp0080, Centre for Economic Performance, LSE.
    9. De la Rica Goiricelaya, Sara & Dolado, Juan J. & Llorens, Vanessa, 2005. "Ceilings and Floors? Gender Wage Gaps by Education in Spain," DFAEII Working Papers 1988-088X, University of the Basque Country - Department of Foundations of Economic Analysis II.
    10. Booth,Alison L., 1994. "The Economics of the Trade Union," Cambridge Books, Cambridge University Press, number 9780521468398, January.
    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. Alison L. Booth & Marco Francesconi, 2003. "Union coverage and non-standard work in Britain," Oxford Economic Papers, Oxford University Press, vol. 55(3), pages 383-416, July.
    13. Coral Río & Carlos Gradín & Olga Cantó, 2011. "The measurement of gender wage discrimination: the distributional approach revisited," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 9(1), pages 57-86, March.
    14. 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.
    15. James Albrecht & Anders Bjorklund & Susan Vroman, 2003. "Is There a Glass Ceiling in Sweden?," Journal of Labor Economics, University of Chicago Press, vol. 21(1), pages 145-177, January.
    16. Blau, Francine D & Kahn, Lawrence M, 1996. "Wage Structure and Gender Earnings Differentials: An International Comparison," Economica, London School of Economics and Political Science, vol. 63(250), pages 29-62, Suppl..
    17. 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.
    18. Christopher J. Ruhm, 1998. "The Economic Consequences of Parental Leave Mandates: Lessons from Europe," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(1), pages 285-317.
    19. Dolado, Juan J & Llorens, Vanesa, 2004. "Gender Wage Gaps by Education in Spain: Glass Floors versus Glass Ceilings," CEPR Discussion Papers 4203, C.E.P.R. Discussion Papers.
    20. David Blackaby & Alison L Booth & Jeff Frank, 2005. "Outside Offers And The Gender Pay Gap: Empirical Evidence From the UK Academic Labour Market," Economic Journal, Royal Economic Society, vol. 115(501), pages 81-107, February.
    21. Waldfogel, Jane, 1998. "The Family Gap for Young Women in the United States and Britain: Can Maternity Leave Make a Difference?," Journal of Labor Economics, University of Chicago Press, vol. 16(3), pages 505-545, July.
    22. Claudio Lucifora & Dominique Meurs, 2006. "The Public Sector Pay Gap In France, Great Britain And Italy," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 52(1), pages 43-59, March.
    23. John M. Evans, 2001. "Firms' Contribution to the Reconciliation between Work and Family Life," OECD Labour Market and Social Policy Occasional Papers 48, OECD Publishing.
    24. David Blackaby & Alison L Booth & Jeff Frank, 2005. "Outside Offers And The Gender Pay Gap: Empirical Evidence From the UK Academic Labour Market," Economic Journal, Royal Economic Society, vol. 115(501), pages 81-107, February.
    25. Stevens, Margaret, 1994. "A Theoretical Model of On-the-Job Training with Imperfect Competition," Oxford Economic Papers, Oxford University Press, vol. 46(4), pages 537-562, October.
    26. Pylkkänen, Elina & Smith, Nina, 2004. "The Impact of Family-Friendly Policies in Denmark and Sweden on Mothers' Career Interruptions Due to Childbirth," IZA Discussion Papers 1050, Institute of Labor Economics (IZA).
    27. José A. F. Machado & José Mata, 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, May.
    28. Blau, Francine D & Kahn, Lawrence M, 1992. "The Gender Earnings Gap: Learning from International Comparisons," American Economic Review, American Economic Association, vol. 82(2), pages 533-538, May.
    29. Moshe Buchinsky, 2001. "Quantile regression with sample selection: Estimating women's return to education in the U.S," Empirical Economics, Springer, vol. 26(1), pages 87-113.
    30. Booth, Alison L. & Francesconi, Marco & Frank, Jeff, 2003. "A sticky floors model of promotion, pay, and gender," European Economic Review, Elsevier, vol. 47(2), pages 295-322, April.
    31. Wiji Arulampalam & Alison L. Booth & Mark L. Bryan, 2004. "Training and the new minimum wage," Economic Journal, Royal Economic Society, vol. 114(494), pages 87-94, March.
    32. Dora L. Costa & Matthew E. Kahn, 2008. "Learning from the Past," NBER Chapters, in: Heroes and Cowards: The Social Face of War, National Bureau of Economic Research, Inc.
    33. 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.
    34. Juan J. Dolado & Vanesa Llorens, 2004. "Gender Wage Gaps By Education In Spain: Glass Floors Vs. Glass Ceilings," Working Papers wp2004_03, CEMFI.
    35. Juan J. Dolado & Vanesa Llorens, 2004. "Gender Wage Gaps by Education in Spain: Glass Floors Vs. Glass Ceilings," Working Papers wp2004_0403, CEMFI.
    36. repec:rus:hseeco:57408 is not listed on IDEAS
    37. Landers, Renee M & Rebitzer, James B & Taylor, Lowell J, 1996. "Rat Race Redux: Adverse Selection in the Determination of Work Hours in Law Firms," American Economic Review, American Economic Association, vol. 86(3), pages 329-348, June.
    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. Alison L. Booth, 2006. "The Glass Ceiling in Europe: Why Are Women Doing Badly in the Labour Market?," CEPR Discussion Papers 542, Centre for Economic Policy Research, Research School of Economics, Australian National University.
    2. Booth, Alison L., 2009. "Gender and competition," Labour Economics, Elsevier, vol. 16(6), pages 599-606, December.
    3. Christofides, Louis N. & Polycarpou, Alexandros & Vrachimis, Konstantinos, 2013. "Gender wage gaps, ‘sticky floors’ and ‘glass ceilings’ in Europe," Labour Economics, Elsevier, vol. 21(C), pages 86-102.
    4. Christofides, Louis N. & Polycarpou, Alexandros & Vrachimis, Konstantinos, 2010. "The Gender Wage Gaps, 'Sticky Floors' and 'Glass Ceilings' of the European Union," IZA Discussion Papers 5044, Institute of Labor Economics (IZA).
    5. Florentino Felgueroso & Juan Prieto Rodríguez & María José Pérez-Villadóniga, 2007. "Collective Bargaining and the GenderWage Gap: A Quantile Regression Approach," Working Papers 2007-06, FEDEA.
    6. de la Rica, Sara & Dolado, Juan J. & Llorens, Vanesa, 2005. "Ceiling and Floors: Gender Wage Gaps by Education in Spain," IZA Discussion Papers 1483, Institute of Labor Economics (IZA).
    7. Yolanda Pena‐Boquete & Sergio De Stefanis & Manuel Fernandez‐Grela, 2010. "The distribution of gender wage discrimination in Italy and Spain: a comparison using the ECHP," International Journal of Manpower, Emerald Group Publishing Limited, vol. 31(2), pages 109-137, May.
    8. Boll Christina & Wolf André & Rossen Anja, 2017. "The EU Gender Earnings Gap: Job Segregation and Working Time as Driving Factors," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 237(5), pages 407-452, October.
    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. Ignacio Moral-Arce & Stefan Sperlich & Ana Fernández-Saínz & Maria Roca, 2012. "Trends in the Gender Pay Gap in Spain: A Semiparametric Analysis," Journal of Labor Research, Springer, vol. 33(2), pages 173-195, June.
    11. Astrid Kunze, 2008. "Gender wage gap studies: consistency and decomposition," Empirical Economics, Springer, vol. 35(1), pages 63-76, August.
    12. Antonczyk, Dirk & Fitzenberger, Bernd & Sommerfeld, Katrin, 2010. "Rising wage inequality, the decline of collective bargaining, and the gender wage gap," Labour Economics, Elsevier, vol. 17(5), pages 835-847, October.
    13. Solomon W. Polachek & Jun Xiang, 2009. "The Gender Pay Gap across Countries: A Human Capital Approach," SOEPpapers on Multidisciplinary Panel Data Research 227, DIW Berlin, The German Socio-Economic Panel (SOEP).
    14. Steve Bradley & Colin Green & John Mangan, 2015. "Gender Wage Gaps within a Public Sector: Evidence from Personnel Data," Manchester School, University of Manchester, vol. 83(4), pages 379-397, July.
    15. 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.
    16. Coral Río & Carlos Gradín & Olga Cantó, 2011. "The measurement of gender wage discrimination: the distributional approach revisited," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 9(1), pages 57-86, March.
    17. Tindara ADDABBO & Donata Favaro, 2007. "Education and wage differentials by gender in Italy," CHILD Working Papers wp04_07, CHILD - Centre for Household, Income, Labour and Demographic economics - ITALY.
    18. Avinno Faruk, 2021. "Analysing the glass ceiling and sticky floor effects in Bangladesh: evidence, extent and elements," SN Business & Economics, Springer, vol. 1(9), pages 1-23, September.
    19. BARGAIN Olivier & DOORLEY Karina & VAN KERM Philippe, 2016. "Minimum wages and the gender gap in pay. Evidence from the UK and Ireland," LISER Working Paper Series 2016-02, Luxembourg Institute of Socio-Economic Research (LISER).

    More about this item

    Keywords

    glass ceilings; sticky floors; quantile regression; public sector; gender pay gaps.;
    All these keywords.

    JEL classification:

    • 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
    • J7 - Labor and Demographic Economics - - Labor Discrimination

    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:auu:dpaper:510. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/cpanuau.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.