Multilevel Analysis: Techniques and Applications

Voorkant
Psychology Press, 2002 - 304 pagina's
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This book is an introduction to multilevel analysis for applied researchers featuring models for hierarchical or nested data. This book presents two types of models: The multilevel regression and multilevel covariance structures models.

Despite the book being an introduction, it includes a discussion of many extensions and special applications. As an introduction, it will be useable in courses in a variety of fields, such as psychology, education, sociology, and business. The various extensions and special applications make it useful to researchers who work in applied or theoretical research, and to methodologists that have to consult with these researchers. The basic models and examples are discussed in non-technical terms; the emphasis is on understanding the methodological and statistical issues involved in using these models. Some of the extensions and special applications contain more technical discussions, either because that is necessary for understanding what the model does, or as an introduction to more advanced treatments. Thus, the book will be useful as an introduction and as a standard reference for a large variety of applications.
 

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Inhoudsopgave

introduction
10
Estimation and hypothesis testing in multilevel regression
34
Some Important Methodological and Statistical Issues
45
Analyzing Longitudinal Data
66
The logistic model for dichotomous data and proportions
93
Crossclassified multilevel models
112
The multilevel approach to metaanalysis
126
Sample sizes and power analysis in multilevel regression
157
Advanced methods for estimation and testing
179
Multilevel factor models
204
Multilevel path models
227
Latent curve models
238
Data and stories
249
Author index
272
Subject index
282
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