Causal mediation analysis in economics: Objectives, assumptions, models

被引:64
作者
Celli, Viviana [1 ]
机构
[1] Sapienza Univ Rome, Dept Social & Econ Sci, I-00185 Rome, Italy
关键词
direct effect; economics; indirect effect; mediation; policy evaluation; quasi-experimental designs; PRINCIPAL STRATIFICATION; INCUMBENCY ADVANTAGE; IDENTIFICATION; AVERAGE; INTERVENTIONS; MECHANISMS; INFERENCE; EDUCATION; QUANTITY; QUALITY;
D O I
10.1111/joes.12452
中图分类号
F [经济];
学科分类号
02 ;
摘要
Mediation analysis aims at identifying and evaluating the mechanisms through which treatment affects an outcome. The goal is to disentangle the total treatment effect into two components: the indirect effect that occurs due to one or more intermediate variables, known as mediators, and the direct effect that captures all other possible explanations for why a treatment works. This paper reviews the methodological advancements in the literature on causal mediation in economics, specifically quasi-experimental designs. I define the parameters of interest, the main assumptions and the identification strategies under the counterfactual approach, and present the Instrumental Variables (IV), Difference-in-Differences (DID), and Synthetic Control (SC) methods.
引用
收藏
页码:214 / 234
页数:21
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