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Causal Mediation Analysis in Politics×因果媒介分析(自然直接効果および自然間接効果)×
分野Political Science因果推論
系統Regression modelRegression model
提唱年20102010
提唱者Imai, Keele, Tingley & Yamamoto (potential-outcomes causal mediation)Pearl (2001); general framework by Imai, Keele & Tingley (2010)
種類Causal-inference decomposition of a treatment effect into direct and indirect (mediated) componentsCounterfactual causal decomposition
原典Imai, K., Keele, L., & Tingley, D. (2010). A General Approach to Causal Mediation Analysis. Psychological Methods, 15(4), 309–334. DOI ↗Pearl, J. (2001). Direct and Indirect Effects. In Proceedings of the Seventeenth Conference on Uncertainty in Artificial Intelligence (UAI), 411-420. link ↗
別名Causal mediation, Mechanism analysis, Direct and indirect effects, Potential-outcomes mediationnatural direct effect, natural indirect effect, NDE / NIE decomposition, counterfactual mediation
関連55
概要Causal mediation analysis decomposes the effect of a treatment — often a randomized experimental manipulation, such as a campaign message or an information treatment — into the part transmitted through a specified intermediate variable, the mediator, and the part operating through all other pathways. Formalized in the potential-outcomes framework by Imai, Keele, Tingley, and Yamamoto, it defines the average causal mediation effect (ACME) and the average direct effect, makes explicit the sequential-ignorability assumption required to identify them, and supplies a sensitivity analysis for when that assumption fails. It lets political scientists move beyond 'does the treatment work?' to 'why does it work?'Causal mediation analysis is a counterfactual framework that splits a treatment's total effect into a Natural Direct Effect (NDE) and a Natural Indirect Effect (NIE) that runs through a mediator. The modern general approach was formalised by Pearl (2001) and Imai, Keele and Tingley (2010), giving the decomposition a precise causal interpretation.
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ScholarGate手法を比較: Causal Mediation Analysis in Politics · Causal Mediation Analysis. 2026-06-25に以下より取得 https://scholargate.app/ja/compare