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政策評価における反事実インパクト評価(CIE)×因果推論のための操作変数(IV)法×
分野因果推論医療経済学
系統Regression modelProcess / pipeline
提唱年1974 (Rubin potential outcomes); 2010s (EU policy CIE formalisation)1990s (modern applications)
提唱者Rubin (potential outcomes framework); European Commission DG Research formalised policy CIE guidelinesAngrist & Pischke (applied econometrics); rooted in econometric theory
種類Quasi-experimental causal evaluationMethod
原典Imbens, G. W., & Rubin, D. B. (2015). Causal Inference for Statistics, Social, and Biomedical Sciences: An Introduction. Cambridge University Press. ISBN: 978-0521885881Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
別名CIE, policy CIE, counterfactual policy evaluation, impact evaluationIV, two-stage least squares, TSLS, causal estimation
関連53
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.Instrumental variables (IV) is an econometric method to estimate causal effects when treatment or exposure is not randomly assigned and confounding is severe or unmeasured. IV relies on a third variable (instrument) that influences treatment but does not directly affect the outcome, allowing researchers to isolate the causal effect from the noise of confounding. Developed extensively in econometrics (Angrist & Pischke, 1990s–2000s), IV methods are increasingly used in health economics and health services research to leverage natural experiments and policy changes.
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ScholarGate手法を比較: Policy Evaluation Counterfactual Impact Evaluation · Instrumental Variables in Health Research. 2026-06-19に以下より取得 https://scholargate.app/ja/compare