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動的合成コントロール法×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20102003–2010
提唱者Abadie, Diamond & Hainmueller (2010); dynamic extensions by Abadie (2021) and othersAlberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)
種類Comparative case study / counterfactual estimationQuasi-experimental causal inference
原典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 ↗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Dynamic SCM, Time-varying synthetic control, Multi-period synthetic control, DSCSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method
関連54
概要The Dynamic Synthetic Control Method extends the classic synthetic control framework to evaluate treatments that unfold over multiple periods or change in intensity over time. It constructs a weighted combination of untreated units that matches the treated unit in pre-treatment outcomes, then traces the full time path of treatment effects period by period after the intervention — capturing not just an average effect but how the effect evolves dynamically.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: Dynamic Synthetic Control Method · Synthetic Control Method. 2026-06-17に以下より取得 https://scholargate.app/ja/compare