A system for developing and producing clinical endpoints based on patient reported outcome data utilizing algorithms to generate decision rules to evaluate patient reported outcome type questionnaire is provided. The questionnaires can include health-related quality of life questionnaires and can predict the reliability of endpoints in supporting one or more medical labeling claims.