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?'
Soma mbinu kamili
Ingia kwa akaunti ya bure ili kusoma sehemu hii.
Ramani ya mbinu
Jirani ya mbinu zinazohusiana — chagua nodi ili kuchunguza.
Vyanzo
- Imai, K., Keele, L., & Tingley, D. (2010). A General Approach to Causal Mediation Analysis. Psychological Methods, 15(4), 309–334. DOI: 10.1037/a0020761 ↗
- 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
Mbinu ipi?
Weka mbinu hii kando ya jamaa zake wa karibu na uzisome bega kwa bega — maktaba huweka vitabu mezani; uamuzi ni wako.
- Causal Mediation AnalysisUhitimisho wa Kisababishi↔ linganisha
- Mfumo wa Data wa Paneli Wenye Kigezo TeuleEkonometriki↔ linganisha
- Uchanganuzi wa UpatanishiTakwimu↔ linganisha
- Multilevel ModelingTakwimu za Utafiti↔ linganisha
- Survey ExperimentPolitical Science↔ linganisha
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