Saving the Silent Spenders
We identified loyal customers who stopped buying and helped re-engage them.
🏆 Top 10 Customers with the Highest Predicted Lifetime Value
These are your most valuable customers. Keep them engaged before they drift away.

🔍 Customer Segmentation by Average Spending
Segmenting your customers reveals who spends more and may be worth targeted retention strategies.

📈 Spend Increases with Frequency
The more frequently a customer buys, the more they spend — a good reason to keep them coming back.

⏱️ Are Recent Buyers Frequent Buyers Too?
Recency and frequency patterns help identify which customers are active and which need re-engagement.

❤️ Are High-Value Customers Also Loyal?
Some high-value customers haven’t purchased in a while — they’re at risk and worth re-engaging.

💎 High-Value Tier Breakdown
Tier 4 customers spend the most and buy often — but their loyalty isn’t guaranteed without action.
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