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Policy Evaluation Synthetic Control Method×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2003-20101994
提唱者Alberto Abadie & Javier Gardeazabal; extended by Abadie, Diamond & HainmuellerCard & Krueger (canonical 1994 application); Angrist & Pischke (textbook treatment)
種類Causal inference / comparative case studyCausal inference / panel regression
原典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 ↗Angrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355
別名Synthetic Control Method, SCM, Synthetic Control, Abadie-Diamond-Hainmueller methoddiff-in-diff, DiD, Farkların Farkı (Diff-in-Diff)
関連55
概要The Synthetic Control Method (SCM) is a causal inference technique for evaluating the effect of a policy or intervention on a single treated unit — such as a region, country, or firm — by constructing a weighted combination of untreated comparison units that closely mirrors the treated unit before the intervention. Introduced by Abadie and Gardeazabal (2003) and formalized by Abadie, Diamond, and Hainmueller (2010), it provides a data-driven, transparent counterfactual for comparative case studies.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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ScholarGate手法を比較: Policy Evaluation Synthetic Control Method · Difference-in-Differences. 2026-06-15に以下より取得 https://scholargate.app/ja/compare