IDEAS home Printed from https://ideas.repec.org/p/boc/usug06/05.html
   My bibliography  Save this paper

Marginal effects and extending the Blinder–Oaxaca decomposition for nonlinear models

Author

Listed:
  • Tamás Bartus

    (Institute of Sociology and Social Policy, Corvinus University, Budapest)

Abstract

Students of racial and gender inequalities are often interested in knowing to what extent an observed group difference can be attributed to differences in returns to productive abilities (discrimination effect) or to differences in the average of productive abilities (endowment effect). The standard Blinder–Oaxaca decomposition technique, which applies to continuous outcomes, measures the discrimination (endowment) effect in terms of differences in group-specific regression parameters (means), weighted by group-specific means (regression parameters). This article shows that the standard decomposition technique can be meaningfully extended to categorical outcomes if the regression coefficients are substituted with marginal effects. A user-written program, gdecomp (working title), is also presented, which basically processes marginal effects obtained from another user-written program, margeff. It is available from the SSC Archive.

Suggested Citation

  • Tamás Bartus, 2006. "Marginal effects and extending the Blinder–Oaxaca decomposition for nonlinear models," United Kingdom Stata Users' Group Meetings 2006 05, Stata Users Group.
    • Handle: RePEc:boc:usug06:05
    as

    Download full text from publisher

    File URL: http://repec.org/usug2006/bartus_2006_london_p1.pdf
    File Function: presentation slides
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Fairlie, Robert W., 2003. "An Extension of the Blinder-Oaxaca Decomposition Technique to Logit and Probit Models," Center Discussion Papers 28425, Yale University, Economic Growth Center.
    2. 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.
    3. Ben Jann, 2005. "Standard Errors for the Blinder-Oaxaca Decomposition," German Stata Users' Group Meetings 2005 03, Stata Users Group.
    4. 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.
    5. Ronald L. Oaxaca & Michael R. Ransom, 1999. "Identification in Detailed Wage Decompositions," The Review of Economics and Statistics, MIT Press, vol. 81(1), pages 154-157, February.
    6. Yun, Myeong-Su, 2004. "Decomposing differences in the first moment," Economics Letters, Elsevier, vol. 82(2), pages 275-280, February.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Renato Aguilar & Ruben Tansini, 2010. "Educación Preescolar y Rendimiento Escolar en las Escuelas Públicas de Montevideo," Documentos de Trabajo (working papers) 2010, Department of Economics - dECON.
    2. Powers, Daniel A. & Yun, Myeong-Su, 2009. "Multivariate Decomposition for Hazard Rate Models," IZA Discussion Papers 3971, Institute of Labor Economics (IZA).
    3. Daniel A. Powers & Hirotoshi Yoshioka & Myeong-Su Yun, 2011. "mvdcmp: Multivariate decomposition for nonlinear response models," Stata Journal, StataCorp LP, vol. 11(4), pages 556-576, December.
    4. Aguilar, Renato & Tansini, Ruben, 2010. "Pre-School Education and School Performance The Case of Public Schools in Montevideo," Working Papers in Economics 434, University of Gothenburg, Department of Economics.

    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. Bhaumik, Sumon Kumar & Gang, Ira N. & Yun, Myeong-Su, 2006. "Ethnic conflict and economic disparity: Serbians and Albanians in Kosovo," Journal of Comparative Economics, Elsevier, vol. 34(4), pages 754-773, December.
    2. Barr, Tavis & Lin, Carl, 2015. "A detailed decomposition of synthetic cohort analysis," Economics Letters, Elsevier, vol. 127(C), pages 76-80.
    3. Sumon Bhaumik & Ira Gang & Myeong-Su Yun, 2005. "Ethnic Conflict and Economic Disparity: Serbians & Albanians in Kosovo," William Davidson Institute Working Papers Series wp808, William Davidson Institute at the University of Michigan.
    4. ChangHwan Kim, 2010. "Decomposing the Change in the Wage Gap Between White and Black Men Over Time, 1980-2005: An Extension of the Blinder-Oaxaca Decomposition Method," Sociological Methods & Research, , vol. 38(4), pages 619-651, May.
    5. Stewart Williams, Jennifer Anne, 2009. "Using non-linear decomposition to explain the discriminatory effects of male-female differentials in access to care: A cardiac rehabilitation case study," Social Science & Medicine, Elsevier, vol. 69(7), pages 1072-1079, October.
    6. Ilhom Abdulloev & Ira N Gang & Myeong-Su Yun, 2014. "Migration, Education and the Gender Gap in Labour Force Participation," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 26(4), pages 509-526, September.
    7. Brandon Vick, 2017. "Measuring links between labor monopsony and the gender pay gap in Brazil," IZA Journal of Migration and Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 7(1), pages 1-28, December.
    8. Bryan, Mark & Bryce, Andrew & Rice, Nigel & Roberts, Jennifer & Sechel, Cristina, 2022. "Exploring mental health disability gaps in the labour market: the UK experience during COVID-19," Labour Economics, Elsevier, vol. 78(C).
    9. Owen O’Donnell & Eddy van Doorslaer & Adam Wagstaff, 2012. "Decomposition of Inequalities in Health and Health Care," Chapters, in: Andrew M. Jones (ed.), The Elgar Companion to Health Economics, Second Edition, chapter 17, Edward Elgar Publishing.
    10. Pylypchuk, Yuriy & Selden, Thomas M., 2008. "A discrete choice decomposition analysis of racial and ethnic differences in children's health insurance coverage," Journal of Health Economics, Elsevier, vol. 27(4), pages 1109-1128, July.
    11. 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.
    12. repec:aru:wpaper:201403 is not listed on IDEAS
    13. Ledyaeva, Svetlana & Linden, Mikael, 2006. "Foreign direct investment and economic growth : empirical evidence from Russian regions," BOFIT Discussion Papers 17/2006, Bank of Finland, Institute for Economies in Transition.
    14. Juan Acosta-Ballesteros & María del Pilar Osorno-del Rosal & Olga María Rodríguez-Rodríguez, 2021. "Measuring the effect of gender segregation on the gender gap in time-related underemployment," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 55(1), pages 1-16, December.
    15. Carlos Grad󸀍, 2012. "Poverty among minorities in the United States: explaining the racial poverty gap for Blacks and Latinos," Applied Economics, Taylor & Francis Journals, vol. 44(29), pages 3793-3804, October.
    16. Lin, Carl, 2012. "Less Myth, More Measurement: Decomposing Excess Returns from the 1989 Minimum Wage Hike," IZA Discussion Papers 6269, Institute of Labor Economics (IZA).
    17. Carlos Gradin, 2009. "Why is Poverty So High Among Afro-Brazilians? A Decomposition Analysis of the Racial Poverty Gap," Journal of Development Studies, Taylor & Francis Journals, vol. 45(9), pages 1426-1452.
    18. Boris Kaiser, 2016. "Decomposing differences in arithmetic means: a doubly robust estimation approach," Empirical Economics, Springer, vol. 50(3), pages 873-899, May.
    19. 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.
    20. Antonia Grohmann & Annekathrin Schoofs, 2018. "Financial Literacy and Intra-Household Decision Making: Evidence from Rwanda," Discussion Papers of DIW Berlin 1720, DIW Berlin, German Institute for Economic Research.
    21. Moral De Blas, Alfonso & Martín-Román, Ángel & Rodríguez Caballero, Juan Carlos, 2013. "El papel de las ETTs en la reducción del riesgo moral asociado al seguro por accidentes de trabajo: El caso de España/The Role of the TWAs in the Reduction of Moral Hazard in Workplace Accident Insura," Estudios de Economia Aplicada, Estudios de Economia Aplicada, vol. 31, pages 497-522, Septiembr.

    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:boc:usug06:05. 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: Christopher F Baum (email available below). General contact details of provider: https://edirc.repec.org/data/stataea.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.