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- Title
IDENTIFICATION OF TREATMENT EFFECTS USING CONTROL FUNCTIONS IN MODELS WITH CONTINUOUS, ENDOGENOUS TREATMENT AND HETEROGENEOUS EFFECTS.
- Authors
FLORENS, J. P.; HECKMAN, J. J.; MEGHIR, C.; VYTLACIL, E.
- Abstract
We use the control function approach to identify the average treatment effect and the effect of treatment on the treated in models with a continuous endogenous regressor whose impact is heterogeneous. We assume a stochastic polynomial restriction on the form of the heterogeneity, but unlike alternative nonparametric control function approaches, our approach does not require large support assumptions.
- Subjects
IDENTIFICATION; NONPARAMETRIC statistics; CONTINUOUS functions; STOCHASTIC analysis; POLYNOMIALS; HETEROGENEITY
- Publication
Econometrica, 2008, Vol 76, Issue 5, p1191
- ISSN
0012-9682
- Publication type
Article
- DOI
10.3982/ECTA5317