Introduction to Factor Analysis: What It Is and How To Do It by Jae-On Kim
Designed for potential users of factor analysis who are willing to let the computer do the work, but are interested in gaining a firm grasp of the conceptual foundations of the technique. It does not presume advanced mathematical or statistical skills on the reader's part.