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超级遵从者

Supercompliers
Journal of Public Economics · 2026 · Matthew Comey、Amanda Eng、Pauline Leung、Zhuan Pei

中文摘要

在工具变量框架下,我们将超级遵从者定义为这样一个子群体:其处理接受行为对处理资格作出正向响应,且其结果对接受处理作出正向响应。超级遵从者是唯一从处理资格中获益的子群体,因此对政策评估具有重要意义。我们提出了刻画超级遵从者的条件,并展示了如何通过工具变量回归进行估计与推断。在两项职业培训实验中,我们展示了这套方法的实用性,尤其是在将社会福利权重纳入公共资金边际价值分析方面。

Abstract

In an instrumental variable framework, we define supercompliers as the subpopulation whose treatment take-up positively responds to eligibility and whose outcome positively responds to take-up. Supercompliers are the only subpopulation to benefit from treatment eligibility and, hence, are important for policy evaluation. We propose conditions for characterizing supercompliers, and show how estimation and inference can be conducted with instrumental variable regression. In two job training experiments, we demonstrate our machinery’s utility, particularly in incorporating social welfare weights into marginal value of public funds analyses.
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