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複数期間合成コントロール法×差分の差 (Difference-in-Differences, DiD)×
分野因果推論計量経済学
系統Regression modelRegression model
提唱年2010-20211994
提唱者Abadie, Diamond & Hainmueller (2010); extended to multi-period settings by Abadie (2021) and Ben-Michael et al. (2021)Card & Krueger (canonical 1994 application); Angrist & Pischke (textbook treatment)
種類Quasi-experimental causal inferenceCausal inference / panel regression
原典Abadie, A. (2021). Using synthetic controls: Feasibility, data requirements, and methodological aspects. Journal of Economic Literature, 59(2), 391-425. DOI ↗Angrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355
別名multi-period SCM, extended synthetic control, synthetic control with multiple treatment periods, staggered synthetic controldiff-in-diff, DiD, Farkların Farkı (Diff-in-Diff)
関連55
概要The multi-period synthetic control method extends the classic synthetic control framework to settings where treatment occurs across several distinct periods or where the researcher needs to track causal effects over a prolonged post-treatment window. It constructs a weighted combination of untreated units that reproduces the treated unit's pre-treatment trajectory, then uses that synthetic counterfactual across all post-treatment periods to estimate time-varying treatment effects.Difference-in-Differences is a causal-inference method that estimates the effect of an intervention by comparing how a treatment group and a control group change over time. Made famous by Card and Krueger's 1994 minimum-wage study and developed in Angrist and Pischke's Mostly Harmless Econometrics, it isolates the treatment effect as the difference between the two groups' before-after changes.
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  1. v1
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ScholarGate手法を比較: Multi-period Synthetic Control Method · Difference-in-Differences. 2026-06-17に以下より取得 https://scholargate.app/ja/compare