B2B organizations have more information than ever available to develop customer growth and retention strategies. Predictive analytics applications for customer scoring combine robust external data sources with internal data to yield powerful models. Three primary use cases for predictive modeling can be applied to existing customers: renewal modeling, cross-sell modeling and upsell modeling.