This document discusses predictive lead scoring and outlines key principles for success. It notes that current lead scoring converts only a small percentage of leads and predictive modeling can help by using digital data to find clues about potential customers. The document outlines four principles of prediction, five building blocks for predictive models, and four keys to success, including having realistic expectations, pilot programs, service level agreements, and feedback loops.