IDEAS home Printed from https://ideas.repec.org/p/arx/papers/2204.00551.html
   My bibliography  Save this paper

Decomposition of Differences in Distribution under Sample Selection and the Gender Wage Gap

Author

Listed:
  • Santiago Pereda-Fern'andez

Abstract

I address the decomposition of the differences between the distribution of outcomes of two groups when individuals self-select themselves into participation. I differentiate between the decomposition for participants and the entire population, highlighting how the primitive components of the model affect each of the distributions of outcomes. Additionally, I introduce two ancillary decompositions that help uncover the sources of differences in the distribution of unobservables and participation between the two groups. The estimation is done using existing quantile regression methods, for which I show how to perform uniformly valid inference. I illustrate these methods by revisiting the gender wage gap, finding that changes in female participation and self-selection have been the main drivers for reducing the gap.

Suggested Citation

  • Santiago Pereda-Fern'andez, 2022. "Decomposition of Differences in Distribution under Sample Selection and the Gender Wage Gap," Papers 2204.00551, arXiv.org, revised May 2023.
    • Handle: RePEc:arx:papers:2204.00551
    as

    Download full text from publisher

    File URL: http://arxiv.org/pdf/2204.00551
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Thomas Bauer & Silja Göhlmann & Mathias Sinning, 2007. "Gender differences in smoking behavior," Health Economics, John Wiley & Sons, Ltd., vol. 16(9), pages 895-909, September.
    2. Bjorklund, Anders & Moffitt, Robert, 1987. "The Estimation of Wage Gains and Welfare Gains in Self-selection," The Review of Economics and Statistics, MIT Press, vol. 69(1), pages 42-49, February.
    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. Heckman, James J. & Urzúa, Sergio, 2010. "Comparing IV with structural models: What simple IV can and cannot identify," Journal of Econometrics, Elsevier, vol. 156(1), pages 27-37, May.
    2. Stefan Boes, 2013. "Nonparametric analysis of treatment effects in ordered response models," Empirical Economics, Springer, vol. 44(1), pages 81-109, February.
    3. Troske, Kenneth R. & Voicu, Alexandru, 2010. "Joint estimation of sequential labor force participation and fertility decisions using Markov chain Monte Carlo techniques," Labour Economics, Elsevier, vol. 17(1), pages 150-169, January.
    4. Aakvik, Arild & Salvanes, Kjell G. & Vaage, Kjell, 2010. "Measuring heterogeneity in the returns to education using an education reform," European Economic Review, Elsevier, vol. 54(4), pages 483-500, May.
    5. Belzil, Christian & Hansen, Jorgen, 2007. "A structural analysis of the correlated random coefficient wage regression model," Journal of Econometrics, Elsevier, vol. 140(2), pages 827-848, October.
    6. James J. Heckman, 2008. "Econometric Causality," International Statistical Review, International Statistical Institute, vol. 76(1), pages 1-27, April.
    7. Belton M. Fleisher & Haizheng Li & Shi Li & Xiaojun Wang, 2000. "Sorting, Selection, and Transformation of the Return to College Education In China," William Davidson Institute Working Papers Series wp756, William Davidson Institute at the University of Michigan.
    8. Kyui, Natalia, 2016. "Expansion of higher education, employment and wages: Evidence from the Russian Transition," Labour Economics, Elsevier, vol. 39(C), pages 68-87.
    9. Andrén, Thomas & Gustafsson, Björn, 2002. "Income effects from labor market training programs in Sweden during the 80's and 90's," Working Paper Series 2002:15, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    10. Powers, Daniel A. & Yun, Myeong-Su, 2009. "Multivariate Decomposition for Hazard Rate Models," IZA Discussion Papers 3971, Institute of Labor Economics (IZA).
    11. Heckman, James J. & Schmierer, Daniel & Urzua, Sergio, 2010. "Testing the correlated random coefficient model," Journal of Econometrics, Elsevier, vol. 158(2), pages 177-203, October.
    12. Aakvik, Arild & Salvanes, Kjell G. & Vaage, Kjell, 2003. "Measuring Heterogeneity in the Returns to Education in Norway Using Educational Reforms," IZA Discussion Papers 815, Institute of Labor Economics (IZA).
    13. Cinzia Novi & Rowena Jacobs & Matteo Migheli, 2020. "Smoking inequality across genders and socio-economic positions. Evidence from Italian data," Journal of Bioeconomics, Springer, vol. 22(3), pages 177-203, October.
    14. Thomas Bauer & Mathias Sinning, 2008. "An extension of the Blinder–Oaxaca decomposition to nonlinear models," AStA Advances in Statistical Analysis, Springer;German Statistical Society, vol. 92(2), pages 197-206, May.
    15. Di Novi, Cinzia & Jacobs, Rowena & Migheli, Matteo, 2018. "Smoking Inequality across Genders and Socio-economic Classes. Evidence from Longitudinal Italian Data," Department of Economics and Statistics Cognetti de Martiis. Working Papers 201802, University of Turin.
    16. Elisa Gerten & Michael Beckmann & Elisa Gerten & Matthias Kräkel, 2022. "Information and Communication Technology, Hierarchy, and Job Design," ECONtribute Discussion Papers Series 189, University of Bonn and University of Cologne, Germany.
    17. Regner, Hakan, 2002. "A nonexperimental evaluation of training programs for the unemployed in Sweden," Labour Economics, Elsevier, vol. 9(2), pages 187-206, April.
    18. Björklund, Anders & Ginther, Donna K. & Sundström, Marianne, 2007. "Does Marriage Matter for Children? Assessing the Causal Impact of Legal Marriage," IZA Discussion Papers 3189, Institute of Labor Economics (IZA).
    19. Yun Liang & John Gibson, 2017. "Location or Hukou: What Most Limits Fertility of Urban Women in China?," Asia and the Pacific Policy Studies, Wiley Blackwell, vol. 4(3), pages 527-540, September.
    20. Adhvaryu, Achyuta & Nyshadham, Anant, 2011. "Healthcare Choices, Information and Health Outcomes," Center Discussion Papers 107257, Yale University, Economic Growth Center.

    More about this item

    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:arx:papers:2204.00551. 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: arXiv administrators (email available below). General contact details of provider: http://arxiv.org/ .

    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.