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教育研究における合成コントロール法×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, Alexis Diamond, and Jens HainmuellerWagner, Soumerai, Zhang & Ross-Degnan (segmented regression); Bernal, Cummins & Gasparrini (tutorial)
種類Quasi-experimental causal inferenceQuasi-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SCM in education, synthetic control, synthetic comparator, SCMITS analysis, segmented regression of time series, Kesintili Zaman Serisi (ITS) Analizi
関連55
概要The Synthetic Control Method (SCM) estimates the causal effect of an education policy or intervention by constructing a weighted combination of untreated comparison units — the synthetic control — that closely mimics the treated unit's pre-intervention trajectory. Developed by Abadie, Diamond, and Hainmueller, it is especially valuable when only one or a small number of schools, districts, or countries receive a policy change and no natural comparison exists.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: Synthetic Control Method in Education Research · Interrupted Time Series. 2026-06-19に以下より取得 https://scholargate.app/ja/compare