New approach predicts customer lifetime value for better business profits.
The study developed a new way to estimate Customer Lifetime Value (CLV) in a financial setting with diverse customer behaviors. By grouping customers into "neighborhoods" based on similarities, the model predicts future revenue for each customer using past behavior patterns. Tested in a UK retail bank, the model outperformed other methods in forecasting revenue.