
Problem Statement
The client, a leading retailer, struggled to leverage its membership program due to a narrow definition of member value and fragmented behavioral data. Purchase frequency, basket size, and responsiveness were tracked in isolation, limiting insights. To maximize ROI, the retailer needed a scalable, data-driven framework that could capture member behavior holistically and link it to long-term customer lifetime value.
Impact
- Targeted campaigns for high-value members delivered ~25% higher engagement compared to untargeted efforts
- Personalized offers and rewards drove a ~15% uplift in conversion rates
- Exclusive focus on high-value cohorts generated an estimated 12% increase in membership program revenue
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