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Identification of Treatment Effects Using Control Functions in Models with Continuous, Endogenous Treatment and Heterogeneous Effects

Open access
Florens, Jean-Pierre, Heckman, James, Meghir, Costas, Vytlacil, Edward·2008·National Bureau of Economic Research

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.

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Metadata

Authors
Florens, J.-P., Heckman, J., Meghir, C., & Vytlacil, E.
Venue
National Bureau of Economic Research
Published
2008-05
OpenAlex
W2118618810
Cited by
184
References
1
Type
report
Language
en
Open access
green

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CoChat. (2026). Citation check: Identification of Treatment Effects Using Control Functions in Models with Continuous, Endogenous Treatment and Heterogeneous Effects. https://app.cochat.ai/papers/10.3386/w14002
The paper
Florens, J.-P., Heckman, J., Meghir, C., & Vytlacil, E. (2008). Identification of Treatment Effects Using Control Functions in Models with Continuous, Endogenous Treatment and Heterogeneous Effects. National Bureau of Economic Research. https://doi.org/10.3386/w14002

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Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).

Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.