Prediction methods including statistical and artificial intelligence methods to predict the prescribing behavior and characteristics and size of patient populations under the care of health care providers from limited data, based on processes developed on integrated medical and pharmaceutical claims data. Prescribers can be classified into groups and subgroups, and marketing recommendations can be made to organizations with interest in the drug prescriptions based on prescription data; sales force effectiveness and marketing message effectiveness products can also be developed.