Customer Lifetime Value Forecasting Engine

This task builds a forward-looking CLV model that combines purchase frequency, monetary value, and churn probability to estimate long-term customer value. It supports cohort-based and individual-level predictions and includes sensitivity analysis for discount rates and retention assumptions. Strategy and finance teams use this to prioritize acquisition channels, optimize retention spend, and evaluate long-term profitability rather than short-term revenue.