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Estudio de Eventos con Panel Bayesiano×Diferencias en Diferencias Dinámicas×
CampoInferencia causalInferencia causal
FamiliaRegression modelRegression model
Año de origen2010s–2020s2021
Autor originalDeveloped from panel event-study literature (Sun & Abraham 2021; Freyaldenhoven et al. 2021) combined with Bayesian estimation frameworksCallaway & Sant'Anna; Sun & Abraham
TipoBayesian causal panel estimatorCausal inference / quasi-experimental
Fuente seminalFreyaldenhoven, S., Hansen, C., Shapiro, J. M., & Teso, E. (2021). Visualization, Identification, and Estimation in the Linear Panel Event-Study Design. NBER Working Paper No. 29170. National Bureau of Economic Research. link ↗Callaway, B., & Sant'Anna, P. H. C. (2021). Difference-in-differences with multiple time periods. Journal of Econometrics, 225(2), 200-230. DOI ↗
AliasBayesian event-study estimator, Bayesian dynamic DiD, Bayesian panel ES, Bayes event studyDynamic DiD, Staggered DiD, Event-time DiD, Heterogeneous-timing DiD
Relacionados44
ResumenBayesian Panel Event Study is a causal inference design that estimates dynamic treatment effects around a datable event using panel data, replacing classical frequentist estimation with Bayesian posterior inference. It produces period-by-period effect estimates with full probability distributions, enabling principled uncertainty quantification, regularization of noisy pre-trend coefficients, and probabilistic tests of parallel trends.Dynamic Difference-in-Differences extends the classic DiD framework to settings where units adopt treatment at different times. Rather than collapsing all variation into a single 2x2 comparison, it estimates group-time average treatment effects for each adoption cohort at each calendar period, then aggregates them into interpretable summaries of the causal effect over event time.
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ScholarGateComparar métodos: Bayesian Panel Event Study · Dynamic Difference-in-Differences. Recuperado el 2026-06-15 de https://scholargate.app/es/compare