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Bayesiansk Difference-in-Differences×Difference-in-Differences (Diff-in-Diff)×
FagområdeKausal inferensØkonometri
FamilieRegression modelRegression model
Oprindelsesår2015-20231994
OphavspersonLi & Marchand (formal Bayesian DiD framework); Brodersen et al. (Bayesian causal inference in time series)Card & Krueger (canonical 1994 application); Angrist & Pischke (textbook treatment)
TypeBayesian causal inference / panel regressionCausal inference / panel regression
Oprindelig kildeLi, F., & Marchand, J. (2023). Bayesian inference for difference-in-differences. Econometrics Journal, 26(3), 509-529. link ↗Angrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355
AliasserBayesian DiD, Bayes DiD, Bayesian diff-in-diff, Bayesian panel causal estimatordiff-in-diff, DiD, Farkların Farkı (Diff-in-Diff)
Relaterede55
ResuméBayesian 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.Difference-in-Differences is a causal-inference method that estimates the effect of an intervention by comparing how a treatment group and a control group change over time. Made famous by Card and Krueger's 1994 minimum-wage study and developed in Angrist and Pischke's Mostly Harmless Econometrics, it isolates the treatment effect as the difference between the two groups' before-after changes.
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ScholarGateSammenlign metoder: Bayesian Difference-in-Differences · Difference-in-Differences. Hentet 2026-06-15 fra https://scholargate.app/da/compare