Identification of treatment effects using control functions in models with continuous, endogenous treatment and heterogeneous effects

被引：118

作者：

Florens, J. P. ^{[1
]}

Heckman, J. J. ^{[2
]}

Meghir, C. ^{[3
,4
]}

Vytlacil, E. ^{[5
]}

机构：

[1] Univ Toulouse 1, Inst Econ Ind, F-3100 Toulouse, France

[2] Univ Chicago, Dept Econ, Chicago, IL 60637 USA

[3] UCL, Inst Fiscal Studies, London WC1E 6BT, England

[4] UCL, Dept Econ, London WC1E 6BT, England

[5] Yale Univ, Dept Econ, New Haven, CT 06511 USA

来源：

ECONOMETRICA | 2008年 / 76卷 / 05期

基金：

英国经济与社会研究理事会; 美国国家科学基金会;

关键词：

continuous treatments; endogenous treatments; heterogeneous treatment effects; identification; nonseparable models; control function;

D O I：

10.3982/ECTA5317

中图分类号：

F [经济];

学科分类号：

02 ;

摘要：

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.

引用

页码：1191 / 1206

页数：16

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