A mechanism is provided in a data processing system for generating healthcare work item recommendations based on predictive analytics. An analytics engine performs analytics to discover patterns in patient records data and to generate one or more risk scores using one or more predictive models... A decision system generates a healthcare recommendation for a given patient based on the risk score, the predictive model used, and the contributing factors.