Predicting e-mail unsubscribers: banking

The model we built made it possible to predict over 65% of unsubscribers based on change of customer behavior. Every time the specific client shows the behavioral pattern that is likely to lead to unsubscription, she was classified as potential unsubscriber and treated differently from the rest of the clients. Model implementation dropped email unsubscription rate by about 40%.