The authors examined datafiles from a hospital system and applied various analytical techniques including principal component analysis to determine the drivers of readmission. Results were discussed with respect to Medicare "all-cause" 30-day readmission policy. The study highlights decision support value of hospital data and the need to utilize them for continuing healthcare quality management, cost reduction and patient outcomes.