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공간 합성 통제 방법×성향 점수 매칭×
분야인과추론연구 통계
계열Regression modelProcess / pipeline
기원 연도2003–2010s1983
창시자Abadie & Gardeazabal (2003); extended to spatial settings by subsequent applied econometric workPaul Rosenbaum and Donald Rubin
유형Quasi-experimental causal inferenceMethod
원전Abadie, A., & Gardeazabal, J. (2003). The Economic Costs of Conflict: A Case Study of the Basque Country. American Economic Review, 93(1), 113-132. DOI ↗Rosenbaum, P. R., & Rubin, D. B. (1983). The central role of the propensity score in observational studies for causal effects. Biometrika, 70(1), 41–55. DOI ↗
별칭spatial SCM, geographic synthetic control, spatial SC, spatial counterfactual controlPSM, propensity score weighting, covariate balance
관련63
요약The 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.Propensity score matching (PSM) is a method for reducing confounding bias in observational studies by balancing baseline characteristics between treatment groups, simulating randomization. Developed by Rosenbaum and Rubin (1983), it estimates the probability of receiving treatment given observed covariates, then matches or weights treated and control individuals with similar treatment probabilities. Widely used in medicine, epidemiology, and policy evaluation when randomized trials are infeasible or unethical, enabling estimation of treatment effects while controlling for selection bias.
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