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空间合成控制法×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2003–2010s2003–2010
提出者Abadie & Gardeazabal (2003); extended to spatial settings by subsequent applied econometric workAlberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)
类型Quasi-experimental causal inferenceQuasi-experimental causal inference
开创性文献Abadie, A., & Gardeazabal, J. (2003). The Economic Costs of Conflict: A Case Study of the Basque Country. American Economic Review, 93(1), 113-132. 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spatial SCM, geographic synthetic control, spatial SC, spatial counterfactual controlSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method
相关64
摘要The Spatial Synthetic Control Method adapts the classic synthetic control framework to settings where treated and donor units are defined by geographic location. By constructing a weighted combination of spatially proximate or comparable control regions, the method estimates what would have happened to a treated area absent the intervention, while explicitly accounting for geographic spillovers, spatial autocorrelation, and contiguity among units.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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  1. v1
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  3. PUBLISHED

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ScholarGate方法对比: Spatial Synthetic Control Method · Synthetic Control Method. 于 2026-06-17 检索自 https://scholargate.app/zh/compare