🔍 Explainable AI Dashboard

Understanding Model Predictions & Feature Importance

Model Prediction

Approved ✅

Confidence: 87%

📊 Feature Importance

Credit Score
95%
Income Level
78%
Employment History
65%
Debt Ratio
52%
Age
30%

💡 Explanation

The model approved this application primarily based on:

  • Excellent credit score (720/850)
  • Stable income ($75,000/year)
  • Long employment (5+ years)
  • Low debt ratio (25%)
Key Factor:

Credit score was the most influential factor in this decision.

📈 SHAP Values Visualization