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Modeling Longitudinal and Multilevel Data : Practical Issues, Applied Approaches, and Specific Examples - Todd D. Little

Modeling Longitudinal and Multilevel Data

Practical Issues, Applied Approaches, and Specific Examples

By: Todd D. Little (Editor), Kai U. Schnabel (Editor), Jurgen Baumert (Editor)

Hardcover Published: 1st January 2000
ISBN: 9780805830545
Number Of Pages: 304

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This book focuses on the practical issues and approaches to handling longitudinal and multilevel data. All data sets and the corresponding command files are available via the Web. The working examples are available in the four major SEM packages--LISREL, EQS, MX, and AMOS--and two Multi-level packages--HLM and MLn. All equations and figural conventions are standardized across each contribution. The material is accessible to practicing researchers and students. Users can compare and contrast various analytic approaches to longitudinal and multiple-group data including SEM, Multi-level, LTA, and standard GLM techniques. Ideal for graduate students and practicing researchers in social and behavioral sciences.

Prefacep. vii
p. 9
Multilevel Analyses of Grouped And Longitudinal Datap. 15
A Two-Stage Approach to Multilevel Structural Equation Models Application to Longitudinal Datap. 33
Conclusionp. 48
Modeling Multivariate Changep. 51
Summaryp. 68
An Introduction to Latent Growth Models For Developmental Data Analysisp. 69
Technical Notesp. 105
Modeling True Intraindividual Change In Structural Equation Models: the Case of Poverty And Children's Psychosocial Adjustmentp. 109
Modeling Simultaneously Individual and Group Patterns of Ability Growth or Declinep. 127
Acknowledgmentsp. 146
Introduction to Latent Class Theoryp. 147
Latent Transition Analysis as a Way of Testing Models of Stage-Sequential Change In Longitudinal Datap. 147
Testing Cross-Group and Cross-Time Constraints on Parameters Using the General Linear Modelp. 163
Concluding Remarksp. 185
Selectivity and Generalizability In Longitudinal Research On the Effects of Continuers and Dropoutsp. 187
Acknowledgmentp. 200
Multiple Imputation in Multivariate Researchp. 201
Longitudinal and Multigroup Modeling With Missing Datap. 219
Customizing Longitudinal and Multiple-Group Structural Modeling Proceduresp. 241
Individual Fit, Heterogeneity, and Missing Data In Multigroup Structural Equation Modelingp. 249
Referencesp. 269
Author Indexp. 283
Subject Indexp. 289
About the Authorsp. 293
Table of Contents provided by Publisher. All Rights Reserved.

ISBN: 9780805830545
ISBN-10: 0805830545
Audience: Professional
Format: Hardcover
Language: English
Number Of Pages: 304
Published: 1st January 2000
Country of Publication: US
Dimensions (cm): 23.42 x 16.2  x 2.46
Weight (kg): 0.65
Edition Number: 1