动态处理分配

Dynamic Treatment Assignment

Journal of Business & Economic Statistics · 2008
被引 158
人大 AABS 4

中文导读

讨论处理时机由随机过程决定时的效应估计,提出非参数生存函数匹配估计量,并应用于评估就业补贴项目的长期效果。

Abstract

We discuss estimation of treatment effects when the timing of treatment is the outcome of a stochastic process. We show that the duration framework in discrete time provides a fertile ground for effect evaluations. We suggest easy-to-use nonparametric survival function matching estimators that can be used to estimate the time profile of the treatment.We study the small-sample properties of the proposed estimators and apply one of them to evaluate the effects of an employment subsidy program. We find that the longerrun program effects are positive. The estimated time profile suggests locking-in effects while participating in the program and a significant upward jump in the employment hazard on program completion.

动态处理分配处理效应生存函数匹配估计锁定效应