East Carolina University
Department of Psychology

Multivariate Analysis with SPSS

    Linked here are Word documents containing lessons designed to teach the intermediate level student how to use SPSS for multivariate statistical analysis. The documents include the data, or links to the data, for the analyses used as examples. I grant permission to all to employ these lessons for noncommercial, educational purposes, as long as the documents are reproduced only in their entirety and include my copyright notice.

    If it is simple, univariate analysis you wish to do, check out my page SPSS Lessons: Univariate Analysis.

Dr. Karl L. Wuensch
Department of Psychology
East Carolina University

• Canonical Correlation/Regression

• Cluster Analysis -- hierarchical, agglomerative clustering of cases or variables -- also available in PowerPoint format.

Missing Values

• The MVA Module

• Multiple Imputation

  • Exporting Multiple Imputation Data

Multiple Regression

• Multiple Regression -- also includes use of the text data import wizard and construction of CI for change in R²

• Polynomial Regression

• Comparing Regression Lines From Independent Samples  (Potthoff analysis)

• Binary Logistic Regression -- also available in PowerPoint format.

• Process (Hayes) -- for mediation, moderation, and conditional process analysis.

  • Mediation

  • Moderation Analysis

  • Moderation Plot

   

Correlated Samples ANOVA/MANOVA

• The Multivariate Approach to the One-Way Repeated Measures ANOVA

• The A X (B X S) ANOVA: A Multivariate Approach

• Three-Way Analyses of Variance Containing One or More Repeated Factors

• RM ANOVA with Covariate and Interaction

• Doubly Multivariate Analysis of Repeated Measures Designs: Multiple Dependent Variables

• Convert Data from Univariate Setup to Multivariate Setup or Vice Versa

Discriminant Function Analysis

• Two Group Discriminant Function Analysis

• Discriminant Function Analysis With Three or More Groups

• Stepwise Discriminant Function Analysis

• Discriminant Analysis of Factor Scores -- uses factor scores created by SAS and deposited in a plain text file.

MANOVA

• One-Way Multiple Analysis of Variance

• Multiple Analysis of Covariance

• Factorial MANOVA

  • Done using syntax.

Multidimensional Contingency Table Analysis

• Contingency Table Analysis With SPSS's Hiloglinear Procedure: Two Variables

• Three-Way Hierarchical Log-Linear Analysis: Positive Assortative Mating

• Three-Way Nonhierarchical Log-Linear Analysis: Escalators and Obesity

• Four Variable LOGIT Analysis: The 1989 Sexual Harassment Study

Principal Components Analysis, Factor Analysis, Item Analysis

• Factor Analysis -- also available in PowerPoint format.

• Item Analysis and Alpha Factor Analysis

• Principal Components Analysis -- also available in PowerPoint format.

• Conducting a Path Analysis With SPSS/AMOS

• SEM with AMOS

• CFA with AMOS

Back to Karl's Base SPSS Page

• Multivariate Analysis with SAS

• Visit Karl's Index Page

• Letters From Former Students -- some continue to use my online lessons when they go on to doctoral programs

Contact Information for the Webmaster,
Dr. Karl L. Wuensch


This page most recently revised on 7-January-2022.