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教育研究におけるプラセボテスト×合成コントロール法(SCM)×
分野因果推論因果推論
系統Regression modelRegression model
提唱年1990s–2000s2003–2010
提唱者Widely adopted in applied econometrics and education research; codified by Imbens, Wooldridge, Lee, and LemieuxAlberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)
種類Falsification / robustness checkQuasi-experimental causal inference
原典Imbens, G. W., & Wooldridge, J. M. (2009). Recent Developments in the Econometrics of Program Evaluation. Journal of Economic Literature, 47(1), 5-86. 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 ↗
別名placebo regression, falsification test, placebo check, fake-treatment testSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method
関連44
概要A placebo test is a falsification check used in quasi-experimental education research to validate a causal design. By applying the same estimator to a time period, group, or outcome where no real effect should exist, researchers verify that their identification strategy is not picking up spurious patterns. A statistically significant placebo estimate signals a flaw in the design, while a null result supports its credibility.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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ScholarGate手法を比較: Placebo Test in Education Research · Synthetic Control Method. 2026-06-19に以下より取得 https://scholargate.app/ja/compare