ScholarGate
Assistent

Sammenlign metoder

Gjennomgå de valgte metodene side om side; rader som avviker, er uthevet.

Bayesiansk placeboprøvetest×Bayesiansk Differanse-i-Differanser×
FagfeltKausal inferensKausal inferens
FamilieRegression modelRegression model
Opprinnelsesår2010-20152015-2023
OpphavspersonBrodersen, 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)
TypeRobustness check / falsification testBayesian causal inference / panel regression
Opprinnelig kildeBrodersen, 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
Relaterte55
SammendragThe 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.
ScholarGateDatasett
  1. v1
  2. 2 Kilder
  3. PUBLISHED
  1. v1
  2. 2 Kilder
  3. PUBLISHED

Gå til søk Last ned lysbilder

ScholarGateSammenlign metoder: Bayesian Placebo Test · Bayesian Difference-in-Differences. Hentet 2026-06-15 fra https://scholargate.app/no/compare