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Blinder-Oaxaca Decomposition for Tobit Models

Author

Listed:
  • Bauer, Thomas K.

    (RWI)

  • Sinning, Mathias

    (Australian National University)

Abstract

In this paper, a decomposition method for Tobit-models is derived, which allows the differences in a censored outcome variable between two groups to be decomposed into a part that is explained by differences in observed characteristics and a part attributable to differences in the estimated coefficients. The method is applied to a decomposition of the gender wage gap using German data.

Suggested Citation

  • Bauer, Thomas K. & Sinning, Mathias, 2005. "Blinder-Oaxaca Decomposition for Tobit Models," IZA Discussion Papers 1795, Institute of Labor Economics (IZA).
    • Handle: RePEc:iza:izadps:dp1795
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    References listed on IDEAS

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    1. 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.
    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. 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.
    4. Altonji, Joseph G. & Blank, Rebecca M., 1999. "Race and gender in the labor market," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 48, pages 3143-3259, Elsevier.
    5. David Neumark, 1988. "Employers' Discriminatory Behavior and the Estimation of Wage Discrimination," Journal of Human Resources, University of Wisconsin Press, vol. 23(3), pages 279-295.
    6. Fairlie, Robert, 1999. "The Absence of the African-American Owned Business: An Analysis of the Dynamics of Self-Employment," Santa Cruz Department of Economics, Working Paper Series qt84v8v0nr, Department of Economics, UC Santa Cruz.
    Full references (including those not matched with items on IDEAS)

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    More about this item

    Keywords

    Blinder-Oaxaca decomposition; Tobit model; wage gap;
    All these keywords.

    JEL classification:

    • C24 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Truncated and Censored Models; Switching Regression Models; Threshold Regression Models
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials

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