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An Introduction to Multilevel Modeling Techniques: MLM and SEM Approaches (Quantitative Methodology) - Hardcover

Buch 13 von 14: Quantitative Methodologies

Heck, Ronald; Thomas, Scott L.

 
9780367182427: An Introduction to Multilevel Modeling Techniques: MLM and SEM Approaches (Quantitative Methodology)
Hardcover
ISBN 10: 0367182424 ISBN 13: 9780367182427
Verlag: Routledge, 2020

Inhaltsangabe

Multilevel modelling is a data analysis method that is frequently used to investigate hierarchal data structures in educational, behavioural, health, and social sciences disciplines. Multilevel data analysis exploits data structures that cannot be adequately investigated using single-level analytic methods such as multiple regression, path analysis, and structural modelling. This text offers a comprehensive treatment of multilevel models for univariate and multivariate outcomes. It explores their similarities and differences and demonstrates why one model may be more appropriate than another, given the research objectives.

New to this edition:

  • An expanded focus on the nature of different types of multilevel data structures (e.g., cross-sectional, longitudinal, cross-classified, etc.) for addressing specific research goals;

  • Varied modelling methods for examining longitudinal data including random-effect and fixed-effect approaches;

  • Expanded coverage illustrating different model-building sequences and how to use results to identify possible model improvements;

  • An expanded set of applied examples used throughout the text;

  • Use of four different software packages (i.e., Mplus, R, SPSS, Stata), with selected examples of model-building input files included in the chapter appendices and a more complete set of files available online.

This is an ideal text for graduate courses on multilevel, longitudinal, latent variable modelling, multivariate statistics, or advanced quantitative techniques taught in psychology, business, education, health, and sociology. Recommended prerequisites are introductory univariate and multivariate statistics.

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Über die Autorin bzw. den Autor

Ronald H. Heck is Professor of Education at the University of Hawai‘i at Manoa. His areas of interest include organizational theory, policy, and quantitative research methods.

Scott L. Thomas

is Professor and Dean of the College of Education and Social Services, University of Vermont. His specialties include sociology of education, policy, and quantitative research methods

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Verlag
Routledge
Erscheinungsdatum
2020
Sprache
Englisch
ISBN 10 
0367182424
ISBN 13 
9780367182427
Einband
Gebundene Ausgabe
Auflage
4
Anzahl der Seiten
404
Kontakt zum Hersteller
preigu GmbH & Co. KG
mail@preigu.de

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Osnabrück
Niedersachsen
49078
Deutschland