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Prueba de placebo bayesiana×Diferencias en Diferencias Bayesiano×
CampoInferencia causalInferencia causal
FamiliaRegression modelRegression model
Año de origen2010-20152015-2023
Autor originalBrodersen, Gallusser, Koehler, Remy & Scott (Bayesian causal impact context); Abadie, Diamond & Hainmueller (placebo permutation tradition)Li & Marchand (formal Bayesian DiD framework); Brodersen et al. (Bayesian causal inference in time series)
TipoRobustness check / falsification testBayesian causal inference / panel regression
Fuente seminalBrodersen, K. H., Gallusser, F., Koehler, J., Remy, N., & Scott, S. L. (2015). Inferring causal impact using Bayesian structural time-series models. Annals of Applied Statistics, 9(1), 247-274. DOI ↗Li, F., & Marchand, J. (2023). Bayesian inference for difference-in-differences. Econometrics Journal, 26(3), 509-529. link ↗
AliasBayesian falsification test, Bayesian permutation placebo, Bayesian robustness check, Bayesian in-time placeboBayesian DiD, Bayes DiD, Bayesian diff-in-diff, Bayesian panel causal estimator
Relacionados55
ResumenThe Bayesian Placebo Test is a falsification strategy for causal inference that applies Bayesian inference to placebo scenarios — either fake treatments in the pre-intervention period, on unaffected units, or at fictitious cut-offs — to verify that observed treatment effects cannot plausibly arise by chance or from a misspecified model. It integrates prior information and yields posterior distributions of placebo effects for direct probabilistic comparison.Bayesian Difference-in-Differences applies Bayesian statistical inference to the classic DiD design, replacing frequentist point estimates with full posterior distributions over the treatment effect. This yields not only an estimate of the causal effect but also a coherent probability statement about its magnitude and uncertainty, making it especially useful when sample sizes are modest or informative prior knowledge is available.
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ScholarGateComparar métodos: Bayesian Placebo Test · Bayesian Difference-in-Differences. Recuperado el 2026-06-15 de https://scholargate.app/es/compare