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识别说服效应

Identifying the Effect of Persuasion
Journal of Political Economy · 2023 · Sung Jae Jun、Sokbae Lee

中文摘要

本文考察了文献中一种常用但精确释义一直晦暗不明的说服度量。通过使用潜在结果框架,我们将因果说服率定义为:在无该信息时不采取该行动的条件下,有说服信息时采取目标行动的适当条件概率。随后,我们在经验相关的数据情形下正式研究识别问题,并证明常用度量通常并未估计——而常常高估——因果说服率。我们讨论了若干新的感兴趣参数,并提供了因果推断的实用方法。

Abstract

This paper examines a commonly used measure of persuasion whose precise interpretation has been obscure in the literature. By using the potential outcome framework, we define the causal persuasion rate by a proper conditional probability of taking the action of interest with a persuasive message conditional on not taking the action without the message. We then formally study identification under empirically relevant data scenarios and show that the commonly adopted measure generally does not estimate—but often overstates—the causal rate of persuasion. We discuss several new parameters of interest and provide practical methods for causal inference.
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