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回帰不連続デザイン(Regression Discontinuity Design, RDD)×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20082002
提唱者Imbens & Lemieux (guide to practice); Cattaneo, Idrobo & Titiunik (practical introduction)Wagner, Soumerai, Zhang & Ross-Degnan (segmented regression); Bernal, Cummins & Gasparrini (tutorial)
種類Quasi-experimental causal designQuasi-experimental segmented regression
原典Imbens, G. W., & Lemieux, T. (2008). Regression Discontinuity Designs: A Guide to Practice. Journal of Econometrics, 142(2), 615-635. 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RDD, regression discontinuity design, sharp RDD, fuzzy RDDITS analysis, segmented regression of time series, Kesintili Zaman Serisi (ITS) Analizi
関連55
概要Regression Discontinuity Design is a quasi-experimental method that identifies a causal effect by locally comparing units just above and just below a cutoff on a continuous assignment (running) variable. Formalised for applied work by Imbens and Lemieux (2008) and developed as a practical framework by Cattaneo, Idrobo, and Titiunik (2020), it estimates a local average treatment effect (LATE) at the threshold.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: Regression Discontinuity · Interrupted Time Series. 2026-06-18に以下より取得 https://scholargate.app/ja/compare