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Choosing among alternative nonexperimental methods for estimating the impact of social programs: The case of manpower training

Publication ,  Journal Article
Heckman, JJ; Hotz, VJ
Published in: Journal of the American Statistical Association
January 1, 1989

The recent literature on evaluating manpower training programs demonstrates that alternative nonexperimental estimators of the same program produce an array of estimates of program impact. These findings have led to the call for experiments to be used to perform credible program evaluations. Missing in all of the recent pessimistic analyses of nonexperimental methods is any systematic discussion of how to choose among competing estimators. This article explores the value of simple specification tests in selecting an appropriate nonexperimental estimator. A reanalysis of the National Supported Work Demonstration data previously analyzed by proponents of social experiments reveals that a simple testing procedure eliminates the range of nonexperimental estimators at variance with the experimental estimates of program impact. © 1989 Taylor & Francis Group, LLC.

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Published In

Journal of the American Statistical Association

DOI

EISSN

1537-274X

ISSN

0162-1459

Publication Date

January 1, 1989

Volume

84

Issue

408

Start / End Page

862 / 874

Related Subject Headings

  • Statistics & Probability
  • 4905 Statistics
  • 3802 Econometrics
  • 1603 Demography
  • 1403 Econometrics
  • 0104 Statistics
 

Citation

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ICMJE
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Heckman, J. J., & Hotz, V. J. (1989). Choosing among alternative nonexperimental methods for estimating the impact of social programs: The case of manpower training. Journal of the American Statistical Association, 84(408), 862–874. https://doi.org/10.1080/01621459.1989.10478848
Heckman, J. J., and V. J. Hotz. “Choosing among alternative nonexperimental methods for estimating the impact of social programs: The case of manpower training.” Journal of the American Statistical Association 84, no. 408 (January 1, 1989): 862–74. https://doi.org/10.1080/01621459.1989.10478848.
Heckman JJ, Hotz VJ. Choosing among alternative nonexperimental methods for estimating the impact of social programs: The case of manpower training. Journal of the American Statistical Association. 1989 Jan 1;84(408):862–74.
Heckman, J. J., and V. J. Hotz. “Choosing among alternative nonexperimental methods for estimating the impact of social programs: The case of manpower training.” Journal of the American Statistical Association, vol. 84, no. 408, Jan. 1989, pp. 862–74. Scopus, doi:10.1080/01621459.1989.10478848.
Heckman JJ, Hotz VJ. Choosing among alternative nonexperimental methods for estimating the impact of social programs: The case of manpower training. Journal of the American Statistical Association. 1989 Jan 1;84(408):862–874.

Published In

Journal of the American Statistical Association

DOI

EISSN

1537-274X

ISSN

0162-1459

Publication Date

January 1, 1989

Volume

84

Issue

408

Start / End Page

862 / 874

Related Subject Headings

  • Statistics & Probability
  • 4905 Statistics
  • 3802 Econometrics
  • 1603 Demography
  • 1403 Econometrics
  • 0104 Statistics