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Krahasoni metodat

Shqyrtoni metodat e zgjedhura krah për krah; rreshtat që ndryshojnë janë të theksuar.

Modelimi Linear Hierarkik (HLM / Modelimi Multilevel)×ANOVA me matje të përsëritura×Modelimi me Ekuacione Strukturore (SEM)×
FushaStatistikëStatistikëStatistikë
FamiljaHypothesis testHypothesis testLatent structure
Viti i origjinës198619921970
KrijuesiRaudenbush & Bryk (popularized); Goldstein (parallel development)Girden (textbook treatment); Field (2013)Karl Jöreskog (LISREL framework, 1970s)
LlojiParametric nested-data regressionParametric within-subjects mean comparisonLatent variable / causal modeling
Burimi themeluesRaudenbush, S.W. & Bryk, A.S. (2002). Hierarchical Linear Models: Applications and Data Analysis Methods (2nd ed.). Sage. ISBN: 978-0761919049Field, A. (2013). Discovering Statistics Using IBM SPSS Statistics (4th ed., Ch. 14). SAGE. ISBN: 978-1446249185Hair, J. F., Black, W. C., Babin, B. J. & Anderson, R. E. (2019). Multivariate Data Analysis (8th ed.). Cengage Learning. ISBN: 978-1473756540
Emërtime të tjeraHLM, MLM, multilevel modeling, multilevel analysiswithin-subjects ANOVA, repeated measures analysis of variance, rm-ANOVA, Tekrarlı Ölçüm ANOVAYapısal Eşitlik Modellemesi (SEM), structural equation modelling, covariance structure analysis, latent variable modeling
Të lidhura445
PërmbledhjaHierarchical Linear Modeling (HLM), also known as Multilevel Modeling (MLM), is a parametric statistical method for analyzing nested or clustered data — for example students within classrooms, patients within hospitals, or employees within organizations. Formalized by Raudenbush and Bryk in their 2002 seminal text (building on work from the mid-1980s), HLM simultaneously estimates individual-level and group-level effects while correctly partitioning variance across levels.Repeated-measures ANOVA is a parametric hypothesis test that compares three or more measurements taken from the same individuals — typically across time points or conditions — to decide whether their means differ. It extends one-way ANOVA to within-subjects designs, as treated in standard references such as Girden (1992) and Field (2013).Structural equation modeling is a multivariate statistical framework that simultaneously estimates a measurement model — relating observed indicators to latent constructs — and a structural model specifying directional or reciprocal relationships among those constructs. Rooted in the LISREL tradition developed by Karl Jöreskog in the 1970s, SEM is the standard tool for testing complex theoretical models in the social, behavioural, and management sciences.
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ScholarGateKrahasoni metodat: Hierarchical Linear Modeling · Repeated-measures ANOVA · SEM. Marrë më 2026-06-19 nga https://scholargate.app/sq/compare