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Decomposition of non-linear models using simulated residuals

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  • Wolff, François-Charles

Abstract

This paper proposes to decompose non-linear models deduced from a latent regression framework using the latent dependent outcome as dependent variable and the Oaxaca–Blinder decomposition technique. Values of the unobserved latent outcome are obtained using simulated residuals.

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Bibliographic Info

Article provided by Elsevier in its journal Economics Letters.

Volume (Year): 116 (2012)
Issue (Month): 3 ()
Pages: 346-348

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Handle: RePEc:eee:ecolet:v:116:y:2012:i:3:p:346-348

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Web page: http://www.elsevier.com/locate/ecolet

Related research

Keywords: Blinder–Oaxaca decomposition; Non-linear models; Simulated residuals;

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  1. Thomas Bauer & Mathias Sinning, 2006. "An Extension of the Blinder-Oaxaca Decomposition to Non-Linear Models," RWI Discussion Papers 0049, Rheinisch-Westfälisches Institut für Wirtschaftsforschung.
  2. 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.
  3. 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.
  4. Gourieroux Christian & Monfort Alain & Renault E & Trognon A, 1985. "Simulated residuals," CEPREMAP Working Papers (Couverture Orange) 8502, CEPREMAP.
  5. 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.
  6. Yun, Myeong-Su, 2004. "Decomposing differences in the first moment," Economics Letters, Elsevier, vol. 82(2), pages 275-280, February.
  7. Mathia Sinning & Markus Hahn & Thomas K. Bauer, 2008. "The Blinder–Oaxaca decomposition for nonlinear regression models," Stata Journal, StataCorp LP, vol. 8(4), pages 480-492, December.
  8. Ben Jann, 2008. "The Blinder–Oaxaca decomposition for linear regression models," Stata Journal, StataCorp LP, vol. 8(4), pages 453-479, December.
  9. 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.
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