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空間的プラシーボテスト×因果推論における感度分析×
分野因果推論因果推論
系統Regression modelRegression model
提唱年2000s–2010s1983–2002
提唱者Developed organically in spatial econometrics and geographic RDD literature; prominent use in Dell (2010) and related workPaul R. Rosenbaum (hidden-bias framework); extended by Cinelli & Hazlett (omitted-variable approach)
種類Falsification / robustness checkDiagnostic / robustness check
原典Buonanno, P., Montolio, D., & Vanin, P. (2009). Does Social Capital Reduce Crime? Journal of Law and Economics, 52(1), 145-170. DOI ↗Rosenbaum, P. R. (2002). Observational Studies (2nd ed.). Springer. ISBN: 978-0387989679
別名geographic placebo test, spatial falsification test, spatial robustness check, geographic spillover testsensitivity analysis, hidden-bias sensitivity analysis, Rosenbaum sensitivity analysis, omitted-variable sensitivity
関連44
概要A spatial placebo test is a falsification check used in geographic or spatial causal-inference studies. The analyst applies the same estimation procedure to spatial units, boundaries, or zones where no treatment effect should exist — fake borders, shifted cutoffs, or buffer areas beyond spillover range — and checks whether a spurious effect emerges. A non-significant result in the placebo region supports the credibility of the main causal estimate.Sensitivity analysis for causality assesses how robust a causal conclusion is to unobserved confounding. Rather than assuming all confounders are controlled, it asks: how strong would an unmeasured variable need to be to overturn the estimated effect? It is an indispensable robustness check after any quasi-experimental or observational causal analysis.
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ScholarGate手法を比較: Spatial Placebo Test · Sensitivity Analysis for Causality. 2026-06-17に以下より取得 https://scholargate.app/ja/compare