A predictive data mining model can be selected based on how well the model meets an objective function. In certain implementations genetic algorithms can be used to search a space of predictive data mining model building parameters to determine an optimal predictive data mining model based on a score function corresponding to, for example, the accuracy of the selected predictive data mining model.