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Multilevel and Longitudinal Modeling Using Stata, Volumes I and II

Book Hero Magic crafted this summary to help describe this book. While it's new and still learning, it may not be perfect - your feedback is welcome! Summary
Multilevel and Longitudinal Modeling Using Stata, Volumes I and II offers a thorough guide to analysing grouped data using a variety of statistical models. Volume I covers linear models for continuous outcomes, while Volume II delves into generalised linear models suitable for binary, ordinal, count data, and more. The authors detail random-effects, fixed-effects, mixed-effects, marginal, dynamic, and growth-curve models, alongside practical advice on fitting and interpreting these models with Stata software.

This authoritative two-volume set is ideal for researchers and students aiming to understand and apply multilevel modelling techniques across diverse disciplines, providing examples and exercises for hands-on learning.
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Format: Multiple-component retail product
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Book Hero Magic created this recommendation. While it's new and still learning, it may not be perfect - your feedback is welcome! IS THIS YOUR NEXT READ?

This comprehensive resource is perfect for researchers, statisticians, and postgraduate students engaged in data analysis involving nested or repeated measures data. It suits those studying multilevel modelling in educational, medical, social sciences, and related fields who use Stata for statistical analysis.

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Multilevel and Longitudinal Modeling Using Stata, Fourth Edition, is a complete resource for learning to model data in which observations are grouped.

Book Hero Magic formatted this description to make it easier to read. While it's new and still learning, it may not be perfect - your feedback is welcome! Description

Multilevel and Longitudinal Modeling Using Stata, Fourth Edition, is a complete resource for learning to model data in which observations are grouped—whether those groups are formed by a nesting structure, such as children nested in classrooms, or formed by repeated observations on the same individuals.

This text introduces random-effects models, fixed-effects models, mixed-effects models, marginal models, dynamic models, and growth-curve models, all of which account for the grouped nature of these types of data. As Rabe-Hesketh and Skrondal introduce each model, they explain when the model is useful, its assumptions, how to fit and evaluate the model using Stata, and how to interpret the results.

With this comprehensive coverage, researchers who need to apply multilevel models will find this book to be the perfect companion. It is also the ideal text for courses in multilevel modeling because it provides examples from a variety of disciplines as well as end-of-chapter exercises that allow students to practice newly learned material.

The book comprises two volumes. Volume I focuses on linear models for continuous outcomes, while Volume II focuses on generalized linear models for binary, ordinal, count, and other types of outcomes.

Book Details

INFORMATION

ISBN: 9781597181365

Publisher: Stata Press

Format: Multiple-component retail product

Date Published: 29 April 2022

Country: United States

Imprint: Stata Press

Edition: 4th edition

Audience: Tertiary education, Professional and scholarly

DIMENSIONS

Weight: 2397g

Pages: 1098

About the Author

Sophia Rabe-Hesketh is a professor of educational statistics and biostatistics at the University of California, Berkeley.

Anders Skrondal is a senior biostatistician at the Centre for Fertility and Health, Norwegian Institute of Public Health and an adjunct professor at the University of Oslo and at the University of California, Berkeley.

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