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政策評価における差の差分析×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1978-20092003–2010
提唱者Ashenfelter (1978); Heckman, LaLonde & Smith (1999); Imbens & Wooldridge (2009)Alberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)
種類Quasi-experimental / policy evaluationQuasi-experimental causal inference
原典Imbens, G. W., & Wooldridge, J. M. (2009). Recent Developments in the Econometrics of Program Evaluation. Journal of Economic Literature, 47(1), 5-86. DOI ↗Abadie, 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policy DiD, program evaluation DiD, policy impact DiD, DiD policy assessmentSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method
関連44
概要Policy Evaluation DiD applies the difference-in-differences estimator specifically to assess the causal impact of government programs, regulations, or policy reforms. It compares outcome changes in a group exposed to the policy against a comparable untreated group, before and after the policy took effect, isolating the net policy effect from pre-existing trends and time-common shocks.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 Difference-in-Differences · Synthetic Control Method. 2026-06-15に以下より取得 https://scholargate.app/ja/compare