Exploratory Factor AnalysisLeandre R. Fabrigar and Duane T. WegenerUnderstanding Statistics

• Discusses factor analytic procedures that are either relatively new or traditionally have not been widely used in past research
• Stresses the applicability of many practices in confirmatory factor analysis and structural equation modeling (e.g., use of model fit indices) for the context of EFA
• Offers practical instruction for conducting analyses that are not readily available in standard statistical programs such as SPSS and SAS
  

Textbook:
Data and Programming: http://global.oup.com/us/companion.websites/9780199734177/