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Bayesovské rozdíly v rozdílech×Syntetická kontrolní metoda (SCM)×
OborKauzální inferenceKauzální inference
RodinaRegression modelRegression model
Rok vzniku2015-20232003–2010
TvůrceLi & Marchand (formal Bayesian DiD framework); Brodersen et al. (Bayesian causal inference in time series)Alberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)
TypBayesian causal inference / panel regressionQuasi-experimental causal inference
Původní zdrojLi, F., & Marchand, J. (2023). Bayesian inference for difference-in-differences. Econometrics Journal, 26(3), 509-529. link ↗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 ↗
Další názvyBayesian DiD, Bayes DiD, Bayesian diff-in-diff, Bayesian panel causal estimatorSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method
Příbuzné54
ShrnutíBayesian 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.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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ScholarGatePorovnat metody: Bayesian Difference-in-Differences · Synthetic Control Method. Získáno 2026-06-15 z https://scholargate.app/cs/compare