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An Extension of the Blinder-Oaxaca Decomposition to Non-Linear Models

  • Thomas Bauer

    ()

  • Mathias Sinning

    ()

In this paper, a general Blinder-Oaxaca decomposition is derived that can also be applied to non-linear models, which allows the differences in a non-linear 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 coeffcients. Departing from this general model, we show how it can be applied to different models with discrete and limited dependent variables.

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File URL: http://repec.rwi-essen.de/files/DP_06_049.pdf
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Paper provided by Rheinisch-Westfälisches Institut für Wirtschaftsforschung in its series RWI Discussion Papers with number 0049.

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Length: 18 pages
Date of creation: Oct 2006
Date of revision:
Handle: RePEc:rwi:dpaper:0049
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  1. Ronald Oaxaca, 1971. "Male-Female Wage Differentials in Urban Labor Markets," Working Papers 396, Princeton University, Department of Economics, Industrial Relations Section..
  2. Bauer, Thomas & Göhlmann, Silja & Sinning, Mathias, 2006. "Gender Differences in Smoking Behaviour," CEPR Discussion Papers 5848, C.E.P.R. Discussion Papers.
  3. David Neumark, 1987. "Employers' discriminatory behavior and the estimation of wage discrimination," Special Studies Papers 227, Board of Governors of the Federal Reserve System (U.S.).
  4. 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.
  5. Thomas Bauer & Mathias Sinning, 2010. "Blinder-Oaxaca decomposition for Tobit models," Applied Economics, Taylor & Francis Journals, vol. 42(12), pages 1569-1575.
  6. Yun, Myeong-Su, 2004. "Decomposing differences in the first moment," Economics Letters, Elsevier, vol. 82(2), pages 275-280, February.
  7. 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.
  8. Bauer, Thomas & Sinning, Mathias, 2005. "The Savings Behaviour of Temporary and Permanent Migrants in Germany," CEPR Discussion Papers 5102, C.E.P.R. Discussion Papers.
  9. Fitzenberger, Bernd & Kohn, Karsten & Wang, Qingwei, 2006. "The Erosion of Union Membership in Germany: Determinants, Densities, Decompositions," ZEW Discussion Papers 06-66, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research.
  10. 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.
  11. 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.
  12. José Mata & José A. F. Machado, 2005. "Counterfactual decomposition of changes in wage distributions using quantile regression," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(4), pages 445-465.
  13. Melly, Blaise, 2005. "Decomposition of differences in distribution using quantile regression," Labour Economics, Elsevier, vol. 12(4), pages 577-590, August.
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