Focus on value created by the program, not just member totals. Use clean comparisons to isolate…
Learn how net expansion from existing customers can offset losses and push retention above 100%.…
See how to construct cohort heatmaps that separate lifecycle effects from calendar seasonality.…
Explore how purchase frequency and monetary value reveal a heavy‑tail distribution in customer…
Use survival analysis to estimate churn-free tenure when some customers are still active. Learn how…
Turn projected margins into present value by discounting cashflows over time. See why period…
Match acquisition spend to the pace of cash you earn from customers. Use contribution margin and…
Understand the difference between activity cohorts aligned by tenure and calendar cohorts aligned by…
Use Recency, Frequency, and Monetary value to find and serve your best customers. See how to score…
Explore how discounts change unit economics and future purchasing behavior. Test, target, and track…
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