**Basic Idea of Factor Analysis as a Data Reduction Method**

Basic Idea of Factor Analysis as a Data Reduction Method

Combining Two Variables into a Single Factor

Extracting Principal Components

Generalizing to the Case of Multiple Variables

Reviewing the Results of a Principal Components Analysis

**Factor Analysis as a Classification Method**

Factor Analysis as a Classification Method

Interpreting the Factor Structure