The project created a customer value framework that combined expected loyalty and future profitability into one actionable score. Using existing account data, the team built a practical decision view that translated complex customer behavior into an intuitive 5-star classification for business use. The approach emphasized reliable validation, low operational effort, and regular refreshes. This helped the client treat customers as individual value opportunities rather than broad segments and prepared the outputs for portfolio steering, retention targeting, and wider customer development decisions.
