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.

Top 10 CLV

🔍 Customer Segmentation by Average Spending

Segmenting your customers reveals who spends more and may be worth targeted retention strategies.

Segmentation by Spend

📈 Spend Increases with Frequency

The more frequently a customer buys, the more they spend — a good reason to keep them coming back.

Spend vs Frequency

⏱️ Are Recent Buyers Frequent Buyers Too?

Recency and frequency patterns help identify which customers are active and which need re-engagement.

Recency vs Frequency

❤️ 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 Loyalty

💎 High-Value Tier Breakdown

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

Tier 4 RFM Breakdown