Linganisha mbinu

	Uchanganuzi wa Data ya Paneli ya Kibayesiani	Muundo wa Athari Zilizofungwa wa Kibayesiani
Nyanja	Ekonometriki	Ekonometriki
Familia	Regression model	Regression model
Mwaka wa asili	1971–1999	2000–2008
Mwanzilishi	Zellner (1971); Hsiao, Pesaran, and Tahmiscioglu (1999)	Chib (2008); Lancaster (2000)
Aina	Bayesian estimation for panel data	Bayesian panel regression
Chanzo asilia	Hsiao, C. (2003). Analysis of Panel Data (2nd ed.). Cambridge University Press. ISBN: 978-0521522717	Lancaster, T. (2000). The incidental parameter problem since 1948. Journal of Econometrics, 95(2), 391–413.
Majina mbadala	Bayesian panel model, Bayesian longitudinal model, hierarchical panel model, Bayesian multilevel panel	Bayesian within estimator, Bayesian FE model, Bayesian individual fixed effects, Bayesian least squares dummy variable
Zinazohusiana	5	5
Muhtasari	Bayesian panel data analysis applies Bayesian inference to models with repeated observations on multiple units. By placing prior distributions on coefficients and variance components, it merges prior knowledge with the observed panel likelihood to produce full posterior distributions for fixed or random effects, slope heterogeneity, and variance parameters — rather than point estimates and asymptotic standard errors.	The Bayesian fixed effects model applies Bayesian inference to the classical within-group panel estimator. Unit-specific intercepts capture time-invariant unobserved heterogeneity, while prior distributions on all parameters allow probability statements about coefficients and full uncertainty quantification via the posterior distribution.