Loyalty program: engagement and attrition
Retail
Business question
Does our loyalty program really engage customers, or is it losing steam?
Data required
Program member activity history (points, purchases, benefit usage).
Sample result
Member segments by engagement level, with attrition signals and re-engagement levers.