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政策評価における反事実インパクト評価(CIE)×合成コントロール法(SCM)×
分野因果推論因果推論
系統Regression modelRegression model
提唱年1974 (Rubin potential outcomes); 2010s (EU policy CIE formalisation)2003–2010
提唱者Rubin (potential outcomes framework); European Commission DG Research formalised policy CIE guidelinesAlberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)
種類Quasi-experimental causal evaluationQuasi-experimental causal inference
原典Imbens, G. W., & Rubin, D. B. (2015). Causal Inference for Statistics, Social, and Biomedical Sciences: An Introduction. Cambridge University Press. ISBN: 978-0521885881Abadie, A., Diamond, A., & Hainmueller, J. (2010). Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California's Tobacco Control Program. Journal of the American Statistical Association, 105(490), 493-505. DOI ↗
別名CIE, policy CIE, counterfactual policy evaluation, impact evaluationSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method
関連54
概要Counterfactual Impact Evaluation (CIE) for policy assessment estimates the causal effect of a public policy or programme by comparing observed outcomes of participants against a rigorously constructed counterfactual — what would have happened had the policy not existed. Rooted in the Rubin potential-outcomes framework, CIE is the standard methodology endorsed by the European Commission for evaluating research, innovation, and structural funding programmes.The Synthetic Control Method estimates the causal effect of a treatment or policy on a single treated unit by constructing a weighted combination of untreated units — the synthetic control — that closely resembles the treated unit before the intervention. The gap between the treated unit and its synthetic counterpart after the intervention is the estimated treatment effect.
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ScholarGate手法を比較: Policy Evaluation Counterfactual Impact Evaluation · Synthetic Control Method. 2026-06-19に以下より取得 https://scholargate.app/ja/compare