Multivariate Analysis with SPSS from East Carolina University Department of Psychology

Multivariate Analysis with SPSS

 

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    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

• Comparing Regression Lines From Independent Samples
• Binary Logistic Regression -- also available in PowerPoint format.

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

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
• Factorial MANOVA

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.

Path Analysis

• Conducting a Path Analysis With SPSS/AMOS

Structural Equation Modeling

• SEM with AMOS
• CFA with AMOS