Quality improvement (QI) planning is enhanced when TQM administrators ensure appropriate analysis of client satisfaction (CS) survey data. A cost-effective QI strategy is to shift "moderately satisfied" into "maximally satisfied" clients. Use of a categorical variable derived from CS data and development of a predictive model with Chi Square Automatic Interaction Detection (CHAID) produces recommendations for quality improvement.