As companies continue to improve CRM programs and marketing databases, they are often faced with an embarrassment of riches when it comes to opportunities for building predictive models. While virtually any behavior that can be tracked and measured can be modeled, many marketers get lost in endless modeling projects that never seem to deliver the promise of more efficient and profitable marketing programs. Companies in such a trap can benefit by focusing on modeling the three key points in a customer life cycle