IDEAS home Printed from https://ideas.repec.org/p/fip/fedlwp/2010-045.html
   My bibliography  Save this paper

Decomposing the gender wage gap with sample selection adjustment: evidence from Colombia

Author

Listed:
  • Alejandro Badel
  • Ximena Peña

Abstract

Despite the remarkable improvement of female labor market characteristics, a sizeable gender wage gap exists in Colombia. We employ quantile regression techniques to examine the degree to which current small differences in the distribution of observable characteristics can explain the gender gap. We find that the gap is largely explained by gender differences in the rewards to labor market characteristics and not by differences in the distribution of characteristics. We claim that Colombian women experience both a ?glass ceiling effect?? and also (what we call) a ?quicksand floor effect? because gender differences in returns to characteristics primarily affect women at the top and the bottom of the distribution. Also, self selection into the labor force is crucial for gender gaps: if all women participated in the labor force, the observed gap would be roughly 50% larger at all quantiles.

Suggested Citation

  • Alejandro Badel & Ximena Peña, 2010. "Decomposing the gender wage gap with sample selection adjustment: evidence from Colombia," Working Papers 2010-045, Federal Reserve Bank of St. Louis.
  • Handle: RePEc:fip:fedlwp:2010-045
    as

    Download full text from publisher

    File URL: http://research.stlouisfed.org/wp/2010/2010-045.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Pedro Carneiro & Katrine V. Løken & Kjell G. Salvanes, 2015. "A Flying Start? Maternity Leave Benefits and Long-Run Outcomes of Children," Journal of Political Economy, University of Chicago Press, vol. 123(2), pages 365-412.
    2. 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.
    3. Moshe Buchinsky, 1998. "The dynamics of changes in the female wage distribution in the USA: a quantile regression approach," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 13(1), pages 1-30.
    4. Albrecht, James & van Vuuren, Aico & Vroman, Susan, 2009. "Counterfactual distributions with sample selection adjustments: Econometric theory and an application to the Netherlands," Labour Economics, Elsevier, vol. 16(4), pages 383-396, August.
    5. Hoyos, Alejandro & Peña, Ximena & Ñopo, Hugo R., 2010. "The Persistent Gender Earnings Gap in Colombia, 1994-2006," IDB Publications (Working Papers) 1802, Inter-American Development Bank.
    6. Ganguli, Ina & Terrell, Katherine, 2005. "Wage Ceilings and Floors: The Gender Gap in Ukraine's Transition," IZA Discussion Papers 1776, Institute of Labor Economics (IZA).
    7. 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.
    8. Donald W. K. Andrews & Marcia M. A. Schafgans, 1998. "Semiparametric Estimation of the Intercept of a Sample Selection Model," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 65(3), pages 497-517.
    9. Klein, Roger W & Spady, Richard H, 1993. "An Efficient Semiparametric Estimator for Binary Response Models," Econometrica, Econometric Society, vol. 61(2), pages 387-421, March.
    10. David H. Autor & Lawrence F. Katz & Melissa S. Kearney, 2005. "Rising Wage Inequality: The Role of Composition and Prices," Harvard Institute of Economic Research Working Papers 2096, Harvard - Institute of Economic Research.
    11. Hugo Ñopo, 2006. "The Gender Wage Gap in Chile 1992-2003 from a Matching Comparisons Perspective," Research Department Publications 4463, Inter-American Development Bank, Research Department.
    12. Ximena Peña, 2006. "Assortative Matching and the Education Gap," Borradores de Economia 2032, Banco de la Republica.
    13. 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).
    14. Suzanne Duryea & Olga Lucia Jaramillo & Carmen Pagés-Serra, 2003. "Latin American Labor Markets in the 1990s: Deciphering the Decade," Research Department Publications 4331, Inter-American Development Bank, Research Department.
    15. Wendy Cunningham, 2007. "Minimum Wages and Social Policy : Lessons from Developing Countries," World Bank Publications - Books, The World Bank Group, number 6760.
    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. Mehtabul Azam & Nishith Prakash, 2015. "A Distributional Analysis of Public–Private Wage Differential in India," LABOUR, CEIS, vol. 29(4), pages 394-414, December.
    2. Juan Manuel del Pozo Segura, 2017. "Has the Gender Wage Gap been Reduced during the 'Peruvian Growth Miracle?' A Distributional Approach," Documentos de Trabajo / Working Papers 2017-442, Departamento de Economía - Pontificia Universidad Católica del Perú.
    3. Azam, Mehtabul, 2012. "Changes in Wage Structure in Urban India, 1983–2004: A Quantile Regression Decomposition," World Development, Elsevier, vol. 40(6), pages 1135-1150.
    4. Albrecht, James & van Vuuren, Aico & Vroman, Susan, 2009. "Counterfactual distributions with sample selection adjustments: Econometric theory and an application to the Netherlands," Labour Economics, Elsevier, vol. 16(4), pages 383-396, August.
    5. Ge, Yuhao & Li, Hongbin & Zhang, Junsen, 2011. "Gender earnings gaps in Hong Kong: Empirical evidence from across the earnings distribution in 2006," China Economic Review, Elsevier, vol. 22(1), pages 151-164, March.
    6. Philippe Van Kerm, 2013. "Generalized measures of wage differentials," Empirical Economics, Springer, vol. 45(1), pages 465-482, August.
    7. Bernd Fitzenberger & Jakob Lazzer, 2022. "Changing selection into full-time work and its effect on wage inequality in Germany," Empirical Economics, Springer, vol. 62(1), pages 247-277, January.
    8. Yekaterina Chzhen & Karen Mumford & Catia Nicodemo, 2013. "The Gender Pay Gap in the Australian Private Sector: Is Selection Relevant Across the Earnings Distribution?," The Economic Record, The Economic Society of Australia, vol. 89(286), pages 367-381, September.
    9. Töpfer, Marina, 2017. "Detailed RIF decomposition with selection: The gender pay gap in Italy," Hohenheim Discussion Papers in Business, Economics and Social Sciences 26-2017, University of Hohenheim, Faculty of Business, Economics and Social Sciences.
    10. Chzhen, Yekaterina & Mumford, Karen, 2011. "Gender gaps across the earnings distribution for full-time employees in Britain: Allowing for sample selection," Labour Economics, Elsevier, vol. 18(6), pages 837-844.
    11. Picchio, Matteo & Mussida, Chiara, 2011. "Gender wage gap: A semi-parametric approach with sample selection correction," Labour Economics, Elsevier, vol. 18(5), pages 564-578, October.
    12. 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.
    13. repec:dau:papers:123456789/4377 is not listed on IDEAS
    14. Töpfer, Marina, 2017. "Detailed RIF Decomposition with Selection - The Gender Pay Gap in Italy," VfS Annual Conference 2017 (Vienna): Alternative Structures for Money and Banking 168422, Verein für Socialpolitik / German Economic Association.
    15. Christopher Bollinger & James P. Ziliak & Kenneth R. Troske, 2011. "Down from the Mountain: Skill Upgrading and Wages in Appalachia," Journal of Labor Economics, University of Chicago Press, vol. 29(4), pages 819-857.
    16. José-Ignacio Antón & Rafael Muñoz de Bustillo & Miguel Carrera, 2012. "Raining stones? Female immigrants in the Spanish labour market," Estudios de Economia, University of Chile, Department of Economics, vol. 39(1 Year 20), pages 53-86, June.
    17. Ahmed, Salma & McGillivray, Mark, 2015. "Human Capital, Discrimination, and the Gender Wage Gap in Bangladesh," World Development, Elsevier, vol. 67(C), pages 506-524.
    18. Hoyos, Alejandro & Peña, Ximena & Ñopo, Hugo R., 2010. "The Persistent Gender Earnings Gap in Colombia, 1994-2006," IDB Publications (Working Papers) 1802, Inter-American Development Bank.
    19. Angela (Xia) Liu & Tridib Mazumdar & Bo Li, 2015. "Counterfactual Decomposition of Movie Star Effects with Star Selection," Management Science, INFORMS, vol. 61(7), pages 1704-1721, July.
    20. Chi, Wei & Li, Bo, 2008. "Glass ceiling or sticky floor? Examining the gender earnings differential across the earnings distribution in urban China, 1987-2004," Journal of Comparative Economics, Elsevier, vol. 36(2), pages 243-263, June.
    21. Olivier Bargain & Sumon Kumar Bhaumik & Manisha Chakrabarty & Zhong Zhao, 2009. "Earnings Differences Between Chinese And Indian Wage Earners, 1987–2004," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 55(s1), pages 562-587, July.

    More about this item

    Keywords

    Wages; Discrimination in employment; Colombia;
    All these keywords.

    JEL classification:

    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • J22 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Time Allocation and Labor Supply
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials

    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:fip:fedlwp:2010-045. 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: Anna Oates (email available below). General contact details of provider: https://edirc.repec.org/data/frbslus.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.