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Regression modelPotential-outcomes causal inference / mechanism analysis

Causal Mediation Analysis in Politics

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?'

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Vyanzo

  1. Imai, K., Keele, L., & Tingley, D. (2010). A General Approach to Causal Mediation Analysis. Psychological Methods, 15(4), 309–334. DOI: 10.1037/a0020761
  2. Imai, K., Keele, L., Tingley, D., & Yamamoto, T. (2011). Unpacking the Black Box of Causality: Learning about Causal Mechanisms from Experimental and Observational Studies. American Political Science Review, 105(4), 765–789. DOI: 10.1017/S0003055411000414

Jinsi ya kunukuu ukurasa huu

ScholarGate. (2026, June 22). Causal Mediation Analysis in Political Science (Direct and Indirect Effects of Treatments). ScholarGate. https://scholargate.app/sw/political-science/causal-mediation-analysis-politics

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ScholarGateCausal Mediation Analysis in Politics (Causal Mediation Analysis in Political Science (Direct and Indirect Effects of Treatments)). Imepatikana 2026-06-25 kutoka https://scholargate.app/sw/political-science/causal-mediation-analysis-politics · Seti ya data: https://doi.org/10.5281/zenodo.20539026