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Is there a glass ceiling in Morocco? Evidence from matched worker-firm data

Author

Listed:
  • Christophe Nordman

    (DIAL, IRD, Paris)

  • François-Charles Wolff

    (LEN, Université de Nantes, CNAV, INED)

Abstract

(english) According to the glass ceiling hypothesis evidenced in developed countries, there exist larger gender pay gaps at the upper tail of the wage distribution. In this paper, we investigate the relevance of a glass ceiling effect in Morocco using a matched worker-firm data set of more than 8000 employees and 850 employers. We estimate linear and quantile earnings regressions which account for firm heterogeneity and perform a quantile decomposition. We also focus on the within-firm gender earnings gap using information on the firms’ characteristics. Our results show that the gender earnings gap is higher at the top of the distribution than at the bottom in Morocco. The gender gap widens in the upper tail of the earnings distribution when controlling for firm specific components. The glass ceiling effect is also reinforced over time in Morocco as high wage male workers benefit from higher earnings growth than women. _________________________________ (français) Selon l’hypothèse du plafond de verre mise en évidence dans les pays développés, il existe un écart salarial selon le genre plus important en haut de la distribution des salaires. Dans cet article, nous examinons la pertinence de l’existence d’un plafond de verre dans le cas marocain à partir de données appariées employeurs-employés regroupant plus de 8 000 travailleurs répartis dans 850 entreprises manufacturières. Nous estimons des équations de gains linéaires et par quantiles conditionnels prenant en compte l’hétérogénéité des entreprises et nous proposons une décomposition des gains par quantiles. Nous examinons également les déterminants de l’écart de revenus selon le genre intraentreprise en utilisant l’information sur les caractéristiques des établissements. Nos résultats montrent que l’écart de revenus selon le sexe est plus élevé en haut de la distribution des gains qu’en bas de celle-ci. L’écart de gains se creuse en haut de la distribution lorsque sont contrôlées les caractéristiques spécifiques des entreprises. L’effet de plafond de verre pourrait également se renforcer au cours du temps dans ces entreprises marocaines dans la mesure où les hommes à hauts salaires bénéficient d’une croissance des gains plus élevée que leurs homologues féminins.

Suggested Citation

  • Christophe Nordman & François-Charles Wolff, 2007. "Is there a glass ceiling in Morocco? Evidence from matched worker-firm data," Working Papers DT/2007/04, DIAL (Développement, Institutions et Mondialisation).
  • Handle: RePEc:dia:wpaper:dt200704
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    as
    1. International Labour Office., 2010. "Global employment trends for youth : August 2010: special issue on the impact of the global economic crisis on youth," Global Employment Trends Reports 994588543402676, International Labour Office, Economic and Labour Market Analysis Department.
    2. Alan Manning & Joanna Swaffield, 2008. "The gender gap in early-career wage growth," Economic Journal, Royal Economic Society, vol. 118(530), pages 983-1024, July.
    3. Sofronis K. Clerides & Saul Lach & James R. Tybout, 1998. "Is Learning by Exporting Important? Micro-Dynamic Evidence from Colombia, Mexico, and Morocco," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(3), pages 903-947.
    4. 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.
    5. Alfonso ARPAIA & Nicola CURCI, "undated". "EU labour market behaviour during the Great Recession," Working Papers wp2010-6, Department of the Treasury, Ministry of the Economy and of Finance.
    6. 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.
    7. Appleton, Simon & Hoddinott, John & Krishnan, Pramila, 1999. "The Gender Wage Gap in Three African Countries," Economic Development and Cultural Change, University of Chicago Press, vol. 47(2), pages 289-312, January.
    8. Xin Meng & Dominique Meurs, 2004. "The gender earnings gap: effects of institutions and firms--a comparative study of French and Australian private firms," Oxford Economic Papers, Oxford University Press, vol. 56(2), pages 189-208, April.
    9. Christophe Muller & Christophe Nordman, 2004. "Which Human Capital Matters for Rich and Poor’s Wages?Evidence from Matched Worker-Firm Data from Tunisia," Working Papers DT/2004/09, DIAL (Développement, Institutions et Mondialisation), revised Oct 2004.
    10. Mohamed Jellal & Christophe Nordman & Francois-Charles Wolff, 2008. "Evidence on the glass ceiling effect in France using matched worker-firm data," Applied Economics, Taylor & Francis Journals, vol. 40(24), pages 3233-3250.
    11. 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.
    12. Mathias Kuepie & Christophe Nordman & François Roubaud, 2006. "Education and Labour Market Outcomes in Sub-Saharan West Africa," Working Papers DT/2006/16, DIAL (Développement, Institutions et Mondialisation).
    13. Doris Weichselbaumer & Rudolf Winter‐Ebmer, 2005. "A Meta‐Analysis of the International Gender Wage Gap," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 479-511, July.
    14. 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.
    15. Wiji Arulampalam & Alison L. Booth & Mark L. Bryan, 2007. "Is There a Glass Ceiling over Europe? Exploring the Gender Pay Gap across the Wage Distribution," ILR Review, Cornell University, ILR School, vol. 60(2), pages 163-186, January.
    16. Dorothe Bonjour & Michael Gerfin, 2001. "The unequal distribution of unequal pay - An empirical analysis of the gender wage gap in Switzerland," Empirical Economics, Springer, vol. 26(2), pages 407-427.
    17. Jacques Mairesse & Nathalie Greenan, 1999. "Using Employee-Level Data in a Firm-Level Econometric Study," Contributions to Economic Analysis, in: The Creation and Analysis of Employer-Employee Matched Data, pages 489-512, Emerald Group Publishing Limited.
    18. Julián Messina & Giovanna Vallanti, 2007. "Job Flow Dynamics and Firing Restrictions: Evidence from Europe," Economic Journal, Royal Economic Society, vol. 117(521), pages 279-301, June.
    19. Altonji, Joseph G. & Blank, Rebecca M., 1999. "Race and gender in the labor market," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 48, pages 3143-3259, Elsevier.
    20. repec:dau:papers:123456789/4462 is not listed on IDEAS
    21. 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.
    22. Lane, Julia & Hakim, Guillermo & Miranda, Javier, 1999. "Labor Market Analysis and Public Policy: The Case of Morocco," The World Bank Economic Review, World Bank, vol. 13(3), pages 561-578, September.
    23. Judith K. Hellerstein & David Neumark & Kenneth R. Troske, 2002. "Market Forces and Sex Discrimination," Journal of Human Resources, University of Wisconsin Press, vol. 37(2), pages 353-380.
    24. Croissant, Yves & Millo, Giovanni, 2008. "Panel Data Econometrics in R: The plm Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 27(i02).
    25. Oaxaca, Ronald L. & Ransom, Michael R., 1994. "On discrimination and the decomposition of wage differentials," Journal of Econometrics, Elsevier, vol. 61(1), pages 5-21, March.
    26. Mona Said, 2003. "The Distribution of Gender and Public Sector Pay Premia: Evidence from the Egyptian Organised Sector," Working Papers 132, Department of Economics, SOAS University of London, UK.
    27. Verick, Sher., 2010. "Unravelling the impact of the global financial crisis on the South African labour market," ILO Working Papers 994541013402676, International Labour Organization.
    28. 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.
    29. Stephen G. Cecchetti, 2009. "Crisis and Responses: The Federal Reserve in the Early Stages of the Financial Crisis," Journal of Economic Perspectives, American Economic Association, vol. 23(1), pages 51-75, Winter.
    30. repec:eee:labchp:v:3:y:1999:i:pc:p:3143-3259 is not listed on IDEAS
    31. Christophe Nordman & François Roubaud, 2005. "Reassessing the Gender Wage Gap: Does Labour Force Attachment Really Matter? Evidence from Matched Labour Force and Biographical Surveys in Madagascar," Working Papers 16, ECINEQ, Society for the Study of Economic Inequality.
    32. Croissant, Yves & Millo, Giovanni, 2008. "Panel Data Econometrics in R: The plm Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 27(i02).
    33. Javier Gardeazabal & Arantza Ugidos, 2005. "Gender wage discrimination at quantiles," Journal of Population Economics, Springer;European Society for Population Economics, vol. 18(1), pages 165-179, July.
    34. repec:ilo:ilowps:454101 is not listed on IDEAS
    35. Måns Söderbom & Francis Teal & Anthony Wambugu & Godius Kahyarara, 2006. "The Dynamics of Returns to Education in Kenyan and Tanzanian Manufacturing," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 68(3), pages 261-288, June.
    36. Rania Roushdy & May Gadallah, 2011. "Labor Market Adjustment during the World Financial Crisis: Evidence from Egypt," Working Papers 643, Economic Research Forum, revised 10 Jan 2011.
    37. Tamás Bartus, 2005. "Estimation of marginal effects using margeff," Stata Journal, StataCorp LP, vol. 5(3), pages 309-329, September.
    38. Bernd Fitzenberger & Gaby Wunderlich, 2002. "Gender Wage Differences in West Germany: A Cohort Analysis," German Economic Review, Verein für Socialpolitik, vol. 3(4), pages 379-414, November.
    39. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    40. Datta Gupta, Nabanita & Oaxaca, Ronald L. & Smith, Nina, 2003. "Swimming Upstream, Floating Downstream: Comparing Women's Relative Wage Positions in the U.S. and Denmark," IZA Discussion Papers 756, Institute of Labor Economics (IZA).
    41. Abowd, John M. & Kramarz, Francis, 1999. "The analysis of labor markets using matched employer-employee data," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 40, pages 2629-2710, Elsevier.
    42. repec:dau:papers:123456789/4353 is not listed on IDEAS
    43. Meng, Xin, 2004. "Gender earnings gap: the role of firm specific effects," Labour Economics, Elsevier, vol. 11(5), pages 555-573, October.
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    More about this item

    Keywords

    Gender wage gap; glass ceiling; quantile regressions; matched worker-firm data; Écart de revenus selon le genre; plafond de verre; régressions de quantile; données appariées employeurs-employés; Maroc.;
    All these keywords.

    JEL classification:

    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • O12 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Microeconomic Analyses of Economic Development

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