Predictive Lifecycle Marketing and Customer Value
Train LTV models on recency, frequency, monetary behavior, product categories, and acquisition source. Shift spend toward cohorts with high predicted value and longer payback windows. Curious about pitfalls? Ask about bias checks and we’ll share a compact validation checklist.
Predictive Lifecycle Marketing and Customer Value
Detect churn risk from declining open rates, reduced session frequency, and returns. Trigger retention offers that respect margin and brand tone. One retailer recovered 12% of lapsing customers using gentle reminders and content, not discounts. Would you try content-first saves?