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Nonparametric tests for treatment effect heterogeneity

Publication ,  Journal Article
Crump, RK; Joseph Hotz, V; Imbens, GW; Mitnik, OA
Published in: Review of Economics and Statistics
August 1, 2008

In this paper we develop two nonparametric tests of treatment effect heterogeneity. The first test is for the null hypothesis that the treatment has a zero average effect for all subpopulations defined by covariates. The second test is for the null hypothesis that the average effect conditional on the covariates is identical for all subpopulations, that is, that there is no heterogeneity in average treatment effects by covariates. We derive tests that are straightforward to implement and illustrate the use of these tests on data from two sets of experimental evaluations of the effects of welfare-to-work programs. © 2008 by the President and Fellows of Harvard College and the Massachusetts Institute of Technology.

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Published In

Review of Economics and Statistics

DOI

EISSN

1530-9142

ISSN

0034-6535

Publication Date

August 1, 2008

Volume

90

Issue

3

Start / End Page

389 / 405

Related Subject Headings

  • Economics
  • 3802 Econometrics
  • 3801 Applied economics
  • 3502 Banking, finance and investment
  • 1403 Econometrics
  • 1402 Applied Economics
 

Citation

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Crump, R. K., Joseph Hotz, V., Imbens, G. W., & Mitnik, O. A. (2008). Nonparametric tests for treatment effect heterogeneity. Review of Economics and Statistics, 90(3), 389–405. https://doi.org/10.1162/rest.90.3.389
Crump, R. K., V. Joseph Hotz, G. W. Imbens, and O. A. Mitnik. “Nonparametric tests for treatment effect heterogeneity.” Review of Economics and Statistics 90, no. 3 (August 1, 2008): 389–405. https://doi.org/10.1162/rest.90.3.389.
Crump RK, Joseph Hotz V, Imbens GW, Mitnik OA. Nonparametric tests for treatment effect heterogeneity. Review of Economics and Statistics. 2008 Aug 1;90(3):389–405.
Crump, R. K., et al. “Nonparametric tests for treatment effect heterogeneity.” Review of Economics and Statistics, vol. 90, no. 3, Aug. 2008, pp. 389–405. Scopus, doi:10.1162/rest.90.3.389.
Crump RK, Joseph Hotz V, Imbens GW, Mitnik OA. Nonparametric tests for treatment effect heterogeneity. Review of Economics and Statistics. 2008 Aug 1;90(3):389–405.
Journal cover image

Published In

Review of Economics and Statistics

DOI

EISSN

1530-9142

ISSN

0034-6535

Publication Date

August 1, 2008

Volume

90

Issue

3

Start / End Page

389 / 405

Related Subject Headings

  • Economics
  • 3802 Econometrics
  • 3801 Applied economics
  • 3502 Banking, finance and investment
  • 1403 Econometrics
  • 1402 Applied Economics