A Step-by-Step Approach to Using the SAS System for Factor Analysis and Structural Equation Modeling
by Larry Hatcher

This is THE book to read if you’re doing Factor Analysis.  The first chapter alone on Principal components is amazing.  Very well written and nontechnical.  Even if you don’t use SAS, this book explains Factor Analysis VERY well.  Just ignore the SAS code.

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