Predictive Churn Scoring for DTC Brands: The Three-Signal Framework That Catches Customers Six Weeks Early
Three signals beat hundreds of variables. Email engagement decline, browse frequency drops, and purchase gap elongation predict churn 4-8 weeks before it happens. Here is the framework.