Summary
The article explains why marketers must account for the “shakeout effect” in customer lifetime value (CLV) modeling to avoid flawed assumptions about churn and retention. Early churn typically eliminates lower-value customers, leaving a smaller, more loyal group with more stable purchase behaviors. If analysts treat CLV as static or ignore this dynamic, they risk misestimating long-term value and profitability. Savvy marketers should track retention over time, identify high-value segments, and use CRM and predictive analytics to understand what drives CLV. Understanding this effect helps businesses focus acquisition and engagement efforts on the customers who truly drive profit.
Search Engine Land

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