Methods and systems operating in accordance with the present invention provide an interactive directed data analysis tool. The tool provides a user interface that receives a model from a data mining system. The tool computes specified business metrics representing business measures of quality reflected by the model. The model parameters may be manipulated by a user. Each time parameters of a model change, the business metrics are re-computed, thereby promoting directed data understanding by allowing a user to immediately see the impact of any changes made.