ERIC Number: EJ727520
Record Type: Journal
Publication Date: 2004
Pages: 24
Abstractor: Author
ISBN: N/A
ISSN: ISSN-1076-9986
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Available Date: N/A
Causal Inference and the Heckman Model
Briggs, Derek C.
Journal of Educational and Behavioral Statistics, v29 n4 p397-420 Win 2004
In the social sciences, evaluating the effectiveness of a program or intervention often leads researchers to draw causal inferences from observational research designs. Bias in estimated causal effects becomes an obvious problem in such settings. This article presents the Heckman Model as an approach sometimes applied to observational data for the purpose of estimating an unbiased causal effect and shows how the Heckman Model can be used to correct for the problem of selection bias. It discusses in detail the assumptions necessary before the approach can be used to make causal inferences. The Heckman Model makes assumptions about the relationship between two equations in an underlying behavioral model: a response schedule and a selection function. This article shows that the Heckman Model is particularly sensitive to the choice of variables included in the selection function. This is demonstrated empirically in the context of estimating the effect of commercial coaching programs on the SAT performance of high school students. Coaching effects for both sections of the SAT are estimated using data from the National Education Longitudinal Study of 1988. Small changes in the selection function are shown to have a big impact on estimated coaching effects under the Heckman Model.
Descriptors: Social Science Research, Statistical Inference, Causal Models, Test Bias, High School Students, Measurement Techniques, Standardized Tests, Evaluation Methods, Program Effectiveness, Inferences
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Publication Type: Journal Articles; Reports - Descriptive
Education Level: N/A
Audience: N/A
Language: English
Sponsor: N/A
Authoring Institution: N/A
Identifiers - Assessments and Surveys: SAT (College Admission Test)
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Author Affiliations: N/A