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因果推論におけるプラセボテスト×回帰不連続デザイン(Regression Discontinuity Design, RDD)×
分野因果推論因果推論
系統Regression modelRegression model
提唱年20102008
提唱者Abadie, Diamond & Hainmueller (synthetic control placebos); Imbens & Lemieux (RDD validity)Imbens & Lemieux (guide to practice); Cattaneo, Idrobo & Titiunik (practical introduction)
種類Falsification / robustness test family for causal inferenceQuasi-experimental causal design
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 ↗Imbens, G. W., & Lemieux, T. (2008). Regression Discontinuity Designs: A Guide to Practice. Journal of Econometrics, 142(2), 615-635. DOI ↗
別名falsification tests, placebo checks, refutation tests, Plasebo Testleri — Nedensel Çıkarım DoğrulamaRDD, regression discontinuity design, sharp RDD, fuzzy RDD
関連55
概要Placebo tests are a family of falsification checks that probe the credibility of a causal claim by re-running the analysis on a fake treatment, a false intervention date, or an outcome that should not have been affected. The approach was popularised through the synthetic control work of Abadie, Diamond and Hainmueller (2010) and the regression-discontinuity validity checks of Imbens and Lemieux (2008).Regression Discontinuity Design is a quasi-experimental method that identifies a causal effect by locally comparing units just above and just below a cutoff on a continuous assignment (running) variable. Formalised for applied work by Imbens and Lemieux (2008) and developed as a practical framework by Cattaneo, Idrobo, and Titiunik (2020), it estimates a local average treatment effect (LATE) at the threshold.
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ScholarGate手法を比較: Placebo Tests · Regression Discontinuity. 2026-06-19に以下より取得 https://scholargate.app/ja/compare