Differences-in-differences with endogenous treatment decisions

(具有内生性处理决策的双重差分模型)

主讲人：Wooyong Lee（University of Technology Sydney）

主持老师：（北大经院）王熙

参与老师：（北大经院）王一鸣、刘蕴霆、王法

（北大国发院）黄卓、张俊妮、孙振庭

（北大新结构）胡博

时间：2023年3月31日（周五） 10:00-11:30

地点（线上）：zoom会议号：896 7292 2199，密码：500394

报告摘要：

This paper studies differences-in-differences (DID) models that allow the units to endogenously enter treatment in response to the variation in the time-varying unobservable covariates, which relaxes the standard parallel trend assumption and permits the well-known Ashenfelter's dip phenomenon (Ashenfelter, 1978). I show that, in this model, the average treatment effect on the treated (ATT) is identified only if there exists a group of exogenously untreated units, and that otherwise the data has no identifying power about the ATT. I then show that, even if there are no exogenously untreated units, the average treatment effect on the not yet treated (ATNT), which is the average effect of the treatment that the units would have experienced if they entered into treatment earlier than the actual treatment period, is partially identified under suitable additional assumptions. I propose an estimation and inference procedure for the ATT and the ATNT, whose finite-sample performance is examined by simulations.

主讲人简介：

 Wooyong Lee is currently a lecturer (assistant professor) of Economics Discipline Group, UTS Business School, University of Technology Sydney. He received PhD from the University of Chicago in June 2020.

供稿单位：经济学院科研办公室

供稿人：胡丹丹