Experiments often include multiple treatments, with the primary goal to compare the causal effects of those treatments. This study focuses on comparing the causal anatomies of multiple treatments through the use of causal mediation analysis. It proposes a novel set of comparative causal mediation (CCM) estimands that compare the mediation effects of different treatments via a common mediator. Further, it derives the properties of a set of estimators for the CCM estimands and shows these estimators to be consistent (or conservative) under assumptions that do not require the absence of unobserved confounding of the mediator-outcome relationship, which is a strong and nonrefutable assumption that must typically be made for consistent estimation of individual causal mediation effects. To illustrate the method, the study presents an original application investigating whether and how the international legal status of a foreign policy commitment can increase the domestic political "audience costs" that democratic governments suffer for violating such a commitment. The results provide novel evidence that international legalization can enhance audience costs via multiple causal channels, including by amplifying the perceived immorality of violating the commitment.
翻译:研究的重点是通过因果调解分析,比较多种治疗的因果解剖,提出一套新的比较因果调解估计,比较通过共同调解人的不同治疗的调解效果;此外,该估计还产生一套对CCM估计值的属性,显示这些估计值在不要求不出现未观察到的调解人-结果关系混乱的假设下是一致的(或保守的),这种假设是强烈和不可反驳的假设,通常是为一致估计个人因果调解效果而必须作出的。为说明方法,研究报告介绍了一项外交政策承诺的国际法律地位是否和如何增加民主政府因违反这种承诺而蒙受的国内政治“审计费用”的原始应用。研究结果提供了新的证据,表明国际合法化可以通过多种因果渠道提高受众成本,包括扩大违反承诺的不道德概念。