IDEAS home Printed from https://ideas.repec.org/a/vrs/stintr/v20y2019i3p171-186n5.html
   My bibliography  Save this article

Decomposition Of Gender Wage Gap In Poland Using Counterfactual Distribution With Sample Selection

Author

Listed:
  • Landmesser Joanna Małgorzata

    (Warsaw University of Life Sciences – SGGW, Warsaw, Poland .)

Abstract

In the paper, we compare income distributions in Poland taking into account gender differences. The gender pay gap can only be partially explained by differences in men’s and women’s characteristics. The unexplained part of the gap is usually attributed to the wage discrimination. The objective of this study is to extend the Oaxaca-Blinder decomposition procedure to different quantile points along the income distribution. We use the RIF-regression method to describe differences between the incomes of men and women along the two distributions and to evaluate the strength of the influence of personal characteristics on the various parts of the income distributions. As the sample selection is a serious issue for the study, therefore our decomposition approach will be adjusted for sample selection problems. The results suggest not only differences in the income gap along the income distribution (in particular sticky floor and glass ceiling), but also differences in the contribution of selection effects to the pay gap at different quantiles. The analysis is based on data from the EU-SILC data for Poland in 2014.

Suggested Citation

  • Landmesser Joanna Małgorzata, 2019. "Decomposition Of Gender Wage Gap In Poland Using Counterfactual Distribution With Sample Selection," Statistics in Transition New Series, Polish Statistical Association, vol. 20(3), pages 171-186, September.
    • Handle: RePEc:vrs:stintr:v:20:y:2019:i:3:p:171-186:n:5
    DOI: 10.21307/stattrans-2019-030
    as

    Download full text from publisher

    File URL: https://doi.org/10.21307/stattrans-2019-030
    Download Restriction: no
    File URL: https://libkey.io/10.21307/stattrans-2019-030?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. DiNardo, John & Fortin, Nicole M & Lemieux, Thomas, 1996. "Labor Market Institutions and the Distribution of Wages, 1973-1992: A Semiparametric Approach," Econometrica, Econometric Society, vol. 64(5), pages 1001-1044, September.
    2. 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.
    3. 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.
    4. Stephen G. Donald & David A. Green & Harry J. Paarsch, 2000. "Differences in Wage Distributions Between Canada and the United States: An Application of a Flexible Estimator of Distribution Functions in the Presence of Covariates," Review of Economic Studies, Oxford University Press, vol. 67(4), pages 609-633.
    5. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    6. 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.
    7. 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.
    8. 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.
    9. Joanna Landmesser, 2016. "Decomposition of differences In income distributions Using quantile regression," Statistics in Transition new series, Główny Urząd Statystyczny (Polska), vol. 17(2), pages 331-348, June.
    10. 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.
    11. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    12. 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.
    13. Karolina Goraus & Joanna Tyrowicz & Lucas Velde, 2017. "Which Gender Wage Gap Estimates to Trust? A Comparative Analysis," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 63(1), pages 118-146, March.
    14. Joanna Małgorzata Landmesser, 2016. "Decomposition Of Differences In Income Distributions Using Quantile Regression," Statistics in Transition New Series, Polish Statistical Association, vol. 17(2), pages 331-348, 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. Joanna Małgorzata Landmesser, 2019. "Decomposition Of Gender Wage Gap In Poland Using Counterfactual Distribution With Sample Selection," Statistics in Transition New Series, Polish Statistical Association, vol. 20(3), pages 171-186, September.
    2. Landmesser Joanna Małgorzata, 2018. "The Use of Hazard Models for the Analysis of Income Inequalities in Poland," Folia Oeconomica Stetinensia, Sciendo, vol. 18(1), pages 144-156, June.
    3. 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.
    4. 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.
    5. Urbanczyk Dominika Marta & Landmesser Joanna Małgorzata, 2018. "The Comparison Of Income Distributions For Women And Men In Poland Using Semiparametric Reweighting Approach," Statistics in Transition New Series, Polish Statistical Association, vol. 19(4), pages 711-723, December.
    6. Landmesser Joanna & Rusek Marian & Zajkowska Olga, 2021. "A Comparative Analysis of Men and Women’s Hourly Earnings in Poland with Particular Emphasis on the Education Sector," Folia Oeconomica Stetinensia, Sciendo, vol. 21(1), pages 18-30, June.
    7. Dominika Marta Urbańczyk & Joanna Małgorzata Landmesser, 2018. "The Comparison Of Income Distributions For Women And Men In Poland Using Semiparametric Reweighting Approach," Statistics in Transition New Series, Polish Statistical Association, vol. 19(4), pages 711-723, December.
    8. Karolina Goraus & Joanna Tyrowicz & Lucas Velde, 2017. "Which Gender Wage Gap Estimates to Trust? A Comparative Analysis," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 63(1), pages 118-146, March.
    9. Victor Chernozhukov & Iván Fernández‐Val & Blaise Melly, 2013. "Inference on Counterfactual Distributions," Econometrica, Econometric Society, vol. 81(6), pages 2205-2268, November.
    10. 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.
    11. Nicodemo, Catia & Raya, Josep Maria, 2012. "Change in the distribution of house prices across Spanish cities," Regional Science and Urban Economics, Elsevier, vol. 42(4), pages 739-748.
    12. Philippe Van Kerm, 2013. "Generalized measures of wage differentials," Empirical Economics, Springer, vol. 45(1), pages 465-482, August.
    13. Marina Bonaccolto-Töpfer & Carolina Castagnetti & Luisa Rosti, 2023. "Changes in the gender pay gap over time: the case of West Germany," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 57(1), pages 1-17, December.
    14. Carla Canelas & Silvia Salazar, 2014. "Gender and ethnic inequalities in LAC countries," IZA Journal of Labor & Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 3(1), pages 1-15, December.
    15. 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.
    16. Carla Canelas & Silvia Salazar, 2014. "Gender and Ethnicity in Bolivia, Ecuador and Guatemala," Documents de travail du Centre d'Economie de la Sorbonne 14021, Université Panthéon-Sorbonne (Paris 1), Centre d'Economie de la Sorbonne.
    17. Karolina Goraus Tanska & Joanna Tyrowicz & Lucas Augusto van der Velde, 2020. "How rankings disguise gender inequality: A comparative analysis of cross-country gender equality rankings based on adjusted wage gaps," PLOS ONE, Public Library of Science, vol. 15(11), pages 1-21, November.
    18. Maasoumi, Esfandiar & Wang, Le, 2017. "What can we learn about the racial gap in the presence of sample selection?," Journal of Econometrics, Elsevier, vol. 199(2), pages 117-130.
    19. Domenico Depalo & Raffaela Giordano & Evangelia Papapetrou, 2015. "Public–private wage differentials in euro-area countries: evidence from quantile decomposition analysis," Empirical Economics, Springer, vol. 49(3), pages 985-1015, November.
    20. Anglade, Boaz & Useche, Pilar & Deere, Carmen Diana, 2017. "Decomposing the Gender Wealth Gap in Ecuador," World Development, Elsevier, vol. 96(C), pages 19-31.

    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:vrs:stintr:v:20:y:2019:i:3:p:171-186:n:5. 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: Peter Golla (email available below). General contact details of provider: https://www.sciendo.com .

    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.