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Counterfactual: An R Package for Counterfactual Analysis

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  • Mingli Chen
  • Victor Chernozhukov
  • Iv'an Fern'andez-Val
  • Blaise Melly

Abstract

The Counterfactual package implements the estimation and inference methods of Chernozhukov, Fern\'andez-Val and Melly (2013) for counterfactual analysis. The counterfactual distributions considered are the result of changing either the marginal distribution of covariates related to the outcome variable of interest, or the conditional distribution of the outcome given the covariates. They can be applied to estimate quantile treatment effects and wage decompositions. This paper serves as an introduction to the package and displays basic functionality of the commands contained within.

Suggested Citation

  • Mingli Chen & Victor Chernozhukov & Iv'an Fern'andez-Val & Blaise Melly, 2016. "Counterfactual: An R Package for Counterfactual Analysis," Papers 1610.07894, arXiv.org.
    • Handle: RePEc:arx:papers:1610.07894
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    1. 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.
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    2. Delprato, Marcos & Chudgar, Amita, 2018. "Factors associated with private-public school performance: Analysis of TALIS-PISA link data," International Journal of Educational Development, Elsevier, vol. 61(C), pages 155-172.

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