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Байєсівський метод різниць на різниці×Різниця різниць (Diff-in-Diff)×
ГалузьПричинно-наслідковий висновокЕконометрика
РодинаRegression modelRegression model
Рік появи2015-20231994
Автор методуLi & Marchand (formal Bayesian DiD framework); Brodersen et al. (Bayesian causal inference in time series)Card & Krueger (canonical 1994 application); Angrist & Pischke (textbook treatment)
ТипBayesian causal inference / panel regressionCausal inference / panel regression
Основоположне джерелоLi, 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
Інші назвиBayesian DiD, Bayes DiD, Bayesian diff-in-diff, Bayesian panel causal estimatordiff-in-diff, DiD, Farkların Farkı (Diff-in-Diff)
Пов'язані55
ПідсумокBayesian 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.
ScholarGateНабір даних
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ScholarGateПорівняння методів: Bayesian Difference-in-Differences · Difference-in-Differences. Отримано 2026-06-15 з https://scholargate.app/uk/compare