IDEAS home Printed from https://ideas.repec.org/p/han/dpaper/dp-506.html
   My bibliography  Save this paper

A Detailed Decomposition for Limited Dependent Variable Models

Author

Listed:
  • Schwiebert, Jörg

Abstract

In this paper, we consider a detailed decomposition method for limited dependent variable models. That means, we propose a method to decompose the differential in the (limited dependent) outcome variable between two groups into the contributions of the explanatory variables. We provide a theoretical derivation of the detailed decomposition and show how this decomposition can be estimated consistently. In contrast to decomposition approaches already presented in the literature, our method leads to a unique decomposition and accounts for the nonlinearity of the underlying econometric model in a rather intuitive way. Our results can be applied to the most common limited dependent variable models such as probit, logit and tobit models.

Suggested Citation

  • Schwiebert, Jörg, 2012. "A Detailed Decomposition for Limited Dependent Variable Models," Hannover Economic Papers (HEP) dp-506, Leibniz Universität Hannover, Wirtschaftswissenschaftliche Fakultät.
    • Handle: RePEc:han:dpaper:dp-506
    as

    Download full text from publisher

    File URL: http://diskussionspapiere.wiwi.uni-hannover.de/pdf_bib/dp-506.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Bernd Fitzenberger & Karsten Kohn & Qingwei Wang, 2011. "The erosion of union membership in Germany: determinants, densities, decompositions," Journal of Population Economics, Springer;European Society for Population Economics, vol. 24(1), pages 141-165, January.
    2. Even, William E. & Macpherson, David A., 1990. "Plant size and the decline of unionism," Economics Letters, Elsevier, vol. 32(4), pages 393-398, April.
    3. Fairlie, Robert W, 1999. "The Absence of the African-American Owned Business: An Analysis of the Dynamics of Self-Employment," Journal of Labor Economics, University of Chicago Press, vol. 17(1), pages 80-108, January.
    4. 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.
    5. 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.
    6. Oaxaca, Ronald L. & Ransom, Michael R., 1994. "On discrimination and the decomposition of wage differentials," Journal of Econometrics, Elsevier, vol. 61(1), pages 5-21, March.
    7. William E. Even & David A. Macpherson, 1993. "The Decline of Private-Sector Unionism and the Gender Wage Gap," Journal of Human Resources, University of Wisconsin Press, vol. 28(2), pages 279-296.
    8. 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.
    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. Jörg Schwiebert, 2015. "A detailed decomposition for nonlinear econometric models," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 13(1), pages 53-67, March.
    2. Andrew E. Burke & Michael A. Nolan & Felix R. FitzRoy, 2006. "Education and Regional Job Creation by the Self-Employed: The English North-South Divide," Papers on Entrepreneurship, Growth and Public Policy 2006-07, Max Planck Institute of Economics, Entrepreneurship, Growth and Public Policy Group.
    3. Andrew Burke & Felix Fitzroy & Michael Nolan, 2009. "Is there a North-South Divide in Self-employment in England?," Regional Studies, Taylor & Francis Journals, vol. 43(4), pages 529-544.
    4. Marco Caliendo & Frank M. Fossen & Alexander Kritikos & Miriam Wetter, 2015. "The Gender Gap in Entrepreneurship: Not just a Matter of Personality," CESifo Economic Studies, CESifo Group, vol. 61(1), pages 202-238.
    5. 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.
    6. David Madden, 2010. "Gender Differences in Mental Well-Being: a Decomposition Analysis," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 99(1), pages 101-114, October.
    7. Frank M. Fossen, 2012. "Gender differences in entrepreneurial choice and risk aversion -- a decomposition based on a microeconometric model," Applied Economics, Taylor & Francis Journals, vol. 44(14), pages 1795-1812, May.
    8. Wolff, François-Charles, 2012. "Decomposition of non-linear models using simulated residuals," Economics Letters, Elsevier, vol. 116(3), pages 346-348.
    9. R. Mussa, 2014. "Extending the Oaxaca-Blinder Decomposition to the Independent Double Hurdle Model: With Application to Parental Spending on Education in Malawi," Studies in Economics and Econometrics, Taylor & Francis Journals, vol. 38(3), pages 39-54, December.
    10. 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.
    11. 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.
    12. Carlos Gradín & Finn Tarp, 2019. "Gender Inequality in Employment in Mozambique," South African Journal of Economics, Economic Society of South Africa, vol. 87(2), pages 180-199, June.
    13. Mahalia Jackman & Kishmar Lorde, 2021. "Gaps in the (paid) work hours of male and female heads of households: empirical evidence from Barbados," International Journal of Manpower, Emerald Group Publishing Limited, vol. 42(7), pages 1321-1337, January.
    14. Karolina Goraus & Joanna Tyrowicz, 2014. "Gender Wage Gap in Poland – Can It Be Explained by Differences in Observable Characteristics?," Ekonomia journal, Faculty of Economic Sciences, University of Warsaw, vol. 36.
    15. Gintare Mazeikaite & Cathal O’Donoghue & Denisa M. Sologon, 2019. "The Great Recession, financial strain and self-assessed health in Ireland," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 20(4), pages 579-596, June.
    16. Laetitia Duval & François-Charles Wolff, 2016. "“I even met happy gypsies”," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 24(4), pages 727-764, October.
    17. Manon Domingues Dos Santos & François-Charles Wolff, 2010. "Pourquoi les immigrés portugais veulent-ils tant retourner au pays ?," Économie et Prévision, Programme National Persée, vol. 195(4), pages 1-14.
    18. Chen, Yunwei & Sylvia, Sean & Wu, Paiou & Yi, Hongmei, 2022. "Explaining the declining utilization of village clinics in rural China over time: A decomposition approach," Social Science & Medicine, Elsevier, vol. 301(C).
    19. Dolores Jiménez-Rubio & Cristina Hernández-Quevedo, 2011. "Inequalities in the use of health services between immigrants and the native population in Spain: what is driving the differences?," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 12(1), pages 17-28, February.
    20. González Álvarez, M Luz & Barranquero, Antonio Clavero, 2009. "Inequalities in health care utilization in Spain due to double insurance coverage: An Oaxaca-Ransom decomposition," Social Science & Medicine, Elsevier, vol. 69(5), pages 793-801, September.

    More about this item

    Keywords

    Decomposition methods; detailed decomposition; explained di erential; limited dependent variable models; probit; logit; tobit;
    All these keywords.

    JEL classification:

    • C40 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - General
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J70 - Labor and Demographic Economics - - Labor Discrimination - - - General

    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:han:dpaper:dp-506. 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: Heidrich, Christian (email available below). General contact details of provider: https://edirc.repec.org/data/fwhande.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.