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Investigació Bayesiana de Panells×Recerca de Panell×
CampDisseny de recercaDisseny de recerca
FamíliaProcess / pipelineProcess / pipeline
Any d'origen1990s–2000s (contemporary synthesis)1970s-1980s (econometric formalization); earlier social survey use from 1940s
Autor originalBuilding on Bayes (1763) and panel data econometrics; systematised by Hsiao, Lancaster, and others in the 1990s–2000sSocial science and econometric traditions; systematized by Cheng Hsiao and others from the 1970s-1980s
TipusQuantitative longitudinal research design with Bayesian inferenceQuantitative longitudinal observational design
Font seminalLancaster, T. (2004). An Introduction to Modern Bayesian Econometrics. Blackwell Publishing. ISBN: 978-1405117868Hsiao, C. (2003). Analysis of Panel Data (2nd ed.). Cambridge University Press. ISBN: 978-0521522717
ÀliesBayesian longitudinal panel study, Bayesian panel data analysis, BPD research, Bayesian repeated-measures panel designpanel study, panel survey, longitudinal panel, repeated-measures panel
Relacionats43
ResumBayesian panel research combines the longitudinal structure of panel data — where the same units (individuals, firms, countries) are observed at multiple time points — with Bayesian statistical inference. Rather than relying solely on the observed data and point estimates, it incorporates prior knowledge via probability distributions, updates those priors with repeated-measures data, and produces full posterior distributions over model parameters. This yields richer uncertainty quantification and principled handling of individual heterogeneity across waves.Panel research is a quantitative longitudinal design in which the same individuals, organizations, or other units are measured repeatedly across two or more time points. Unlike cross-sectional surveys that capture a single snapshot, a panel tracks change within units, enabling researchers to separate genuine within-unit change from between-unit differences and to model causal dynamics over time.
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ScholarGateCompara mètodes: Bayesian Panel Research · Panel Research. Recuperat el 2026-06-15 de https://scholargate.app/ca/compare