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Compară metode

Examinează metodele selectate una lângă alta; rândurile care diferă sunt evidențiate.

Modelare multinivel×Cercetare de panel×
DomeniuStatistică pentru cercetareDesign de cercetare
FamilieProcess / pipelineProcess / pipeline
Anul apariției19921970s-1980s (econometric formalization); earlier social survey use from 1940s
Autorul originalAnthony Bryk and Stephen RaudenbushSocial science and econometric traditions; systematized by Cheng Hsiao and others from the 1970s-1980s
TipMethodQuantitative longitudinal observational design
Sursa seminalăBryk, A. S., & Raudenbush, S. W. (1992). Hierarchical Linear Models: Applications and Data Analysis Methods. SAGE Publications. DOI ↗Hsiao, C. (2003). Analysis of Panel Data (2nd ed.). Cambridge University Press. ISBN: 978-0521522717
Denumiri alternativeHLM, mixed-effects models, random effects models, MLMpanel study, panel survey, longitudinal panel, repeated-measures panel
Înrudite33
RezumatMultilevel modeling (also called hierarchical linear modeling, mixed-effects modeling) is a statistical framework for analyzing data organized in nested or clustered structures—students within schools, patients within hospitals, repeated measures within individuals. Developed by Bryk and Raudenbush (1992), it accounts for dependency among observations and partitions variance into levels (within-cluster and between-cluster), enabling valid inference and revealing context effects. Essential in education, medicine, organizational research, and any field where data have natural hierarchies.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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ScholarGateCompară metode: Multilevel Modeling · Panel Research. Preluat la 2026-06-18 de pe https://scholargate.app/ro/compare