UCI Bank Marketing Dataset · 4,119 clients · 10.9% positive rate · RandomForest (balanced)
Target Distribution
Subscribed (451 · 10.9%)
Did Not Subscribe (3,668 · 89.1%)
Model Metrics (Test Set)
⚠️ High AUC (0.934) but low recall (0.261) — model struggles to identify positive cases due to class imbalance. Consider threshold tuning or SMOTE.
Feature Importance (Top 10)
Age Distribution by Outcome
Subscribed (mean age 41.9)
Did Not Subscribe (mean age 39.9)