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Advanced and Multivariate Statistical Methods cover

Advanced and Multivariate Statistical Methods

Practical Application and Interpretation

by Craig A. Mertler, Rachel A. Vannatta, Kristina N. LaVenia

8th Edition

Publisher: Routledge

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Book Details

Print ISBN9781032912967
eText ISBN9781040404201
PublisherRoutledge
Publishing Year2025
Edition8th Edition
LanguageEnglish
Pages352

The 8th edition of Advanced and Multivariate Statistical Methods is a textbook designed to promote practical application and conceptual understanding of complex statistical tools. Written for graduate students in education, psychology, nursing, sociology, criminal justice, social work, and mass communication, the volume clarifies advanced methodology for students who enter coursework without deep mathematical expertise.

The thematic progression addresses essential data screening and multivariate procedures. Early chapters introduce pre-analysis data screening alongside factorial analysis of variance and analysis of covariance. Later units present multivariate analysis of variance and covariance, multiple regression, factor analysis, discriminant analysis, and binary logistic regression.

This revised edition adds a brief discussion of practical significance to Chapter 1, assisting students in evaluating research results beyond simple hypothesis testing. Comprising 352 pages with 226 color illustrations and 38 black-and-white illustrations, the book aligns with applied graduate research courses across the social and behavioral sciences.

Table of Contents

  1. Chapter 1: Introduction to Multivariate Statistics

  2. Chapter 2: A Guide to Multivariate Techniques

  3. Chapter 3: Pre-Analysis Data Screening

  4. Chapter 4: Factorial Analysis of Variance

  5. Chapter 5: Analysis of Covariance

  6. Chapter 6: Multivariate Analysis of Variance and Covariance

  7. Chapter 7: Multiple Regression

  8. Chapter 8: Factor Analysis

  9. Chapter 9: Discriminant Analysis

  10. Chapter 10: Binary Logistic Regression

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