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Policy Evaluation Synthetic Control Method×中断時系列分析(Interrupted Time Series, ITS)×
分野因果推論因果推論
系統Regression modelRegression model
提唱年2003-20102002
提唱者Alberto Abadie & Javier Gardeazabal; extended by Abadie, Diamond & HainmuellerWagner, Soumerai, Zhang & Ross-Degnan (segmented regression); Bernal, Cummins & Gasparrini (tutorial)
種類Causal inference / comparative case studyQuasi-experimental segmented regression
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 ↗Bernal, J. L., Cummins, S., & Gasparrini, A. (2017). Interrupted time series regression for the evaluation of public health interventions: a tutorial. International Journal of Epidemiology, 46(1), 348-355. DOI ↗
別名Synthetic Control Method, SCM, Synthetic Control, Abadie-Diamond-Hainmueller methodITS analysis, segmented regression of time series, Kesintili Zaman Serisi (ITS) Analizi
関連55
概要The Synthetic Control Method (SCM) is a causal inference technique for evaluating the effect of a policy or intervention on a single treated unit — such as a region, country, or firm — by constructing a weighted combination of untreated comparison units that closely mirrors the treated unit before the intervention. Introduced by Abadie and Gardeazabal (2003) and formalized by Abadie, Diamond, and Hainmueller (2010), it provides a data-driven, transparent counterfactual for comparative case studies.Interrupted Time Series analysis is a quasi-experimental design that estimates the effect of a single, well-dated intervention by comparing the trajectory of an outcome before and after it occurs. Formalised as segmented regression by Wagner and colleagues (2002) and popularised as a public-health evaluation tutorial by Bernal, Cummins and Gasparrini (2017), it separates the intervention's impact into a change in level and a change in slope.
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ScholarGate手法を比較: Policy Evaluation Synthetic Control Method · Interrupted Time Series. 2026-06-18に以下より取得 https://scholargate.app/ja/compare