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政策评估中断时间序列×合成控制法 (SCM)×
领域因果推断因果推断
方法族Regression modelRegression model
起源年份1975 (intervention analysis); 2000s–2010s (policy evaluation framing)2003–2010
提出者Box & Tiao (1975); popularised for policy by Shadish, Cook & Campbell (2002) and Bernal et al. (2017)Alberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)
类型Quasi-experimental causal designQuasi-experimental causal inference
开创性文献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 ↗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 ↗
别名ITS for policy evaluation, policy ITS, segmented regression for policy, policy impact ITSSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method
相关44
摘要Interrupted Time Series (ITS) for policy evaluation uses routinely collected aggregate time-series data to estimate the causal impact of a policy change. A segmented regression model splits the series at a known intervention date, estimating both an immediate level shift and a change in trend attributable to the policy — without requiring a randomised control group.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方法对比: Policy Evaluation Interrupted Time Series · Synthetic Control Method. 于 2026-06-19 检索自 https://scholargate.app/zh/compare