Many studies include a goal of determining whether there is treatment effect heterogeneity across different subpopulations. In this paper, we propose a U-statistic-based non-parametric test of the null hypothesis that the treatment effects are identical in different subgroups. The proposed test provides more power than the standard parametric test when the underlying distribution assumptions of the latter are violated. We apply the method to data from an economic study of program effectiveness and find that there is treatment effect heterogeneity in different subpopulations.
翻译:许多研究的目标包括确定不同亚群人口中是否存在治疗效应异同性;在本文中,我们建议对不同亚群的治疗效果相同的无效假设进行基于U-统计的非参数性测试;提议的测试比标准参数性测试更有力量,因为后者的基本分布假设被违反;我们将这种方法用于对方案有效性的经济研究数据,并发现不同亚群人口中存在治疗效应异异性。