局部平均处理效应何时接近平均处理效应?

When is the Local Average Treatment Close to the Average?

Journal of Human Resources · 2009
被引 6
人大 AABS 3

中文导读

通过构建家庭生产模型,比较台湾和美国性别偏好工具变量对生育率影响的估计,发现当工具变量影响的人群更具代表性时,局部平均处理效应更接近平均处理效应。

Abstract

Abstract The local average treatment effect (LATE) may differ from the average treatment effect (ATE) when those influenced by the instrument are not representative of the overall population. Heterogeneity in treatment effects may imply that parameter estimates from 2SLS are uninformative regarding the average treatment effect, motivating a search for instruments that affect a larger share of the population. In this paper, I present and estimate a model of home production with heterogeneous costs and benefits to fertility. The results indicate that a sex-preference instrument in Taiwan produces IV estimates closer to the estimated ATE than in the United States, where sex preference is weaker.

局部平均处理效应平均处理效应工具变量生育决策