Customer churn management is a necessity in today’s competitive business arena. More than just the loss of revenue needs to be considered, as the added marketing expenditures needed to acquire new customers is substantial. Retention of the highest-value customer segments has historically been a trailing indicator. With more comprehensive data, however, and a deeper consumer understanding, some organizations have developed predictive churn management capabilities to pinpoint at-risk customers and proactively stop their loss to competitors.