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A Detailed Decomposition for Limited Dependent Variable Models

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  • Schwiebert, Jörg
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    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.

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    File URL: http://diskussionspapiere.wiwi.uni-hannover.de/pdf_bib/dp-506.pdf
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    Bibliographic Info

    Paper provided by Leibniz Universität Hannover, Wirtschaftswissenschaftliche Fakultät in its series Hannover Economic Papers (HEP) with number dp-506.

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    Length: 17 pages
    Date of creation: Oct 2012
    Date of revision:
    Handle: RePEc:han:dpaper:dp-506

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    Related research

    Keywords: Decomposition methods; detailed decomposition; explained di erential; limited dependent variable models; probit; logit; tobit;

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    1. 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.
    2. Bernd Fitzenberger & Karsten Kohn & Qingwei Wang, 2011. "The erosion of union membership in Germany: determinants, densities, decompositions," Journal of Population Economics, Springer, vol. 24(1), pages 141-165, January.
    3. 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.
    4. Even, William E. & Macpherson, David A., 1990. "Plant size and the decline of unionism," Economics Letters, Elsevier, vol. 32(4), pages 393-398, April.
    5. Thomas Bauer & Mathias Sinning, 2008. "An extension of the Blinder–Oaxaca decomposition to nonlinear models," AStA Advances in Statistical Analysis, Springer, vol. 92(2), pages 197-206, May.
    6. Fairlie, Robert, 2014. "The Absence of the African-American Owned Business: An Analysis of the Dynamics of Self-Employment," Santa Cruz Department of Economics, Working Paper Series qt49c4n0fg, Department of Economics, UC Santa Cruz.
    7. repec:cup:cbooks:9780521496032 is not listed on IDEAS
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