Marketing Goal — Customer Lifetime Value
Optimizing the cumulative value of an existing customer relationship. Demands long-horizon profile state, predictive scoring (churn risk, next-purchase propensity, expand opportunity), and cross-channel orchestration. CLV programs put a premium on the data warehouse layer where ML models live.