IDEAS home Printed from https://ideas.repec.org/a/vrs/foeste/v18y2018i1p144-156n11.html
   My bibliography  Save this article

The Use of Hazard Models for the Analysis of Income Inequalities in Poland

Author

Listed:
  • Landmesser Joanna Małgorzata

    (Ph.D., Associate Professor Warsaw University of Life Sciences – SGGW Faculty of Applied Informatics and Mathematics Department of Econometrics and Statistics Nowoursynowska 159, 02-776 Warsaw, Poland)

Abstract

The aim of the paper is to examine the income inequalities of men and women in Poland. We estimate conditional cumulative distribution functions for incomes in both groups of people using a flexible hazard-function based estimator in the presence of covariates. The conditional piecewise-constant exponential hazard models are applied. Then, we decompose the estimated income differences along the whole income distribution. For this purpose, we construct the counterfactual distribution, which is the distribution of incomes that would prevail for women if they had the distribution of men’s characteristics. The method allowed to investigate the structure of inequalities in the entire range of income values for the two analyzed groups of people. The empirical investigation is based on the data collected within the EU-SILC project.

Suggested Citation

  • 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.
    • Handle: RePEc:vrs:foeste:v:18:y:2018:i:1:p:144-156:n:11
    DOI: 10.2478/foli-2018-0011
    as

    Download full text from publisher

    File URL: https://doi.org/10.2478/foli-2018-0011
    Download Restriction: no
    File URL: https://libkey.io/10.2478/foli-2018-0011?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. 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.
    3. 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.
    4. 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.
    5. Shantanu Khanna & Deepti Goel & René Morissette, 2016. "Decomposition analysis of earnings inequality in rural India: 2004–2012," IZA Journal of Labor & Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 5(1), pages 1-26, December.
    6. 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," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 67(4), pages 609-633.
    7. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    8. 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.
    9. Anna Lovasz & Ewa Cukrowska, 2014. "Are children driving the gender wage gap? Comparative evidence from Poland and Hungary," Budapest Working Papers on the Labour Market 1404, Institute of Economics, Centre for Economic and Regional Studies.
    10. 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.
    11. Ewa Cukrowska-Torzewska & Anna Lovasz, 2016. "Are children driving the gender wage gap?," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 24(2), pages 259-297, April.
    12. 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.
    13. 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.
    14. 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.
    15. Martina Mysíková, 2012. "Gender Wage Gap in the Czech Republic and Central European Countries," Prague Economic Papers, Prague University of Economics and Business, vol. 2012(3), pages 328-346.
    16. 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).
    17. Anna Ruzik & Magdalena Rokicka, 2010. "The Gender Pay Gap in Informal Employment in Poland," CASE Network Studies and Analyses 406, CASE-Center for Social and Economic Research.
    18. 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.
    19. 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.
    20. 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.
    21. Khanna, Shantanu & Goel, Deepti & Morissette, René, 2016. "Decomposition Analysis of Earnings Inequality in Rural India: 2004-2012," IZA Discussion Papers 9974, Institute of Labor Economics (IZA).
    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 & 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.
    3. Philippe Van Kerm & Seunghee Yu & Chung Choe, 2016. "Decomposing quantile wage gaps: a conditional likelihood approach," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 65(4), pages 507-527, August.
    4. 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.
    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, Statistics Poland, vol. 19(4), pages 711-723, December.
    6. Joanna Landmesser, 2019. "Differences in income distributions for men and women in the European Union countries," Equilibrium. Quarterly Journal of Economics and Economic Policy, Institute of Economic Research, vol. 14(1), pages 81-98, March.
    7. VAN KERM Philippe & YU Seunghee & CHOE Chung, 2014. "Wage differentials between native, immigrant and cross-border workers: Evidence and model comparisons," LISER Working Paper Series 2014-05, Luxembourg Institute of Socio-Economic Research (LISER).
    8. Landmesser Joanna Małgorzata, 2019. "Decomposition Of Gender Wage Gap In Poland Using Counterfactual Distribution With Sample Selection," Statistics in Transition New Series, Statistics Poland, vol. 20(3), pages 171-186, 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. Victor Chernozhukov & Iván Fernández‐Val & Blaise Melly, 2013. "Inference on Counterfactual Distributions," Econometrica, Econometric Society, vol. 81(6), pages 2205-2268, November.
    11. Sonja C. Kassenboehmer & Mathias G. Sinning, 2014. "Distributional Changes in the Gender Wage Gap," ILR Review, Cornell University, ILR School, vol. 67(2), pages 335-361, April.
    12. Arceo-Gómez, Eva O. & Campos-Vázquez, Raymundo M., 2014. "Evolución de la brecha salarial de género en México," El Trimestre Económico, Fondo de Cultura Económica, vol. 0(323), pages .619-653, julio-sep.
    13. 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.
    14. 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.
    15. Philippe Van Kerm, 2013. "Generalized measures of wage differentials," Empirical Economics, Springer, vol. 45(1), pages 465-482, August.
    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. 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.
    18. Thomas Grandner & Dieter Gstach, 2015. "Decomposing wage discrimination in Germany and Austria with counterfactual densities," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 42(1), pages 49-76, February.
    19. Landmesser Joanna Małgorzata, 2020. "Differences in the Income Distribution of Households Run by Men and Women by Voivodeships," Folia Oeconomica Stetinensia, Sciendo, vol. 20(1), pages 248-265, June.
    20. Kampon Adireksombat & Zheng Fang & Chris Sakellariou, 2016. "The Evolution Of Gender Wage Differentials In Thailand: 1991–2007 — An Application Of Unconditional Quantile Regression," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 61(05), pages 1-30, December.

    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:foeste:v:18:y:2018:i:1:p:144-156:n:11. 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.