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Standard Errors for the Blinder-Oaxaca Decomposition

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Author Info
Ben Jann () (Soziologie, ETH Zurich)

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Abstract

The decomposition technique introduced by Blinder (1973) and Oaxaca (1973) is widely used to study outcome differences between groups. For example, the technique is commonly applied to the analysis of the gender wage gap. However, despite the procedure's frequent use, very little attention has been paid to the issue of estimating the sampling variances of the decomposition components. We therefore suggest an approach that introduces consistent variance estimators for several variants of the decomposition. The accuracy of the new estimators under ideal conditions is illustrated with the results of a Monte Carlo simulation. As a second check, the estimators are compared to bootstrap results obtained using real data. In contrast to previously proposed statistics, the new method takes into account the extra variation imposed by stochastic regressors.

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File URL: http://repec.org/dsug2005/oaxaca_se_handout.pdf
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Paper provided by Stata Users Group in its series German Stata Users' Group Meetings 2005 with number 03.

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Date of creation: 03 Apr 2005
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Handle: RePEc:boc:dsug05:03

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  1. Eric S. Lin, 2007. "On the standard errors of Oaxaca-type decompositions for inter-industry gender wage differentials," Economics Bulletin, Economics Bulletin, vol. 10(6), pages 1-11. [Downloadable!]
  2. Ledyaeva , Svetlana & Linden, Mikael, 2006. "Foreign direct investment and economic growth: Empirical evidence from Russian regions," BOFIT Discussion Papers 17/2006, Bank of Finland, Institute for Economies in Transition. [Downloadable!]
  3. Thomas Dohmen & Hartmut Lehmann & Anzelika Zaiceva, 2008. "The Gender Earnings Gap inside a Russian Firm: First Evidence from Personnel Data - 1997 to 2002 ; Updated Version," ESCIRRU Working Papers 6, DIW Berlin, German Institute for Economic Research. [Downloadable!]
  4. Harald Tauchmann, 2008. "West-East Convergence in the Prevalence of Illicit Drugs: Socioeconomics or Culture?," Ruhr Economic Papers 0061, Rheinisch-Westfälisches Institut für Wirtschaftsforschung, Ruhr-Universität Bochum, Universität Dortmund, Universität Duisburg-Essen. [Downloadable!]
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  5. H Gravelle & A Risa Hole, 2008. "Measuring and testing for gender discrimination in professions: the case of English family doctors," Discussion Papers 08/27, Department of Economics, University of York. [Downloadable!]
  6. Andreas Ammermueller, 2007. "PISA: What makes the difference?," Empirical Economics, Springer, vol. 33(2), pages 263-287, September. [Downloadable!] (restricted)
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