连续内生处理变量与异质性效应模型中基于控制函数的处理效应识别

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

Econometrica · 2008
被引 163
人大 A+FT50ABS 4*

中文导读

利用控制函数方法,在连续内生解释变量且影响异质性的模型中,识别平均处理效应和处理组处理效应,无需大支撑假设。

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.

控制函数连续内生处理异质性处理效应平均处理效应