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Churn & Default Prediction
AI-powered borrower behavior analysis
847
High Churn Risk
68% of flagged accounts
234
Likely to Default
42% within 30 days
94.7%
Model Accuracy
Last updated 2 hours ago
$2.4M
Saved from Default
78% recovery rate
AI Prediction Insights
Real-time ML model analysis
23 borrowers showing reduced engagement patterns in the last 7 days.
12 accounts predicted to default within next 15 days with 89% confidence.
45 at-risk borrowers can be retained with personalized offers.
Filter Options
| Borrower | Loan ID | Loan Type | Outstanding | Churn Risk | Default Risk | Prediction Date | Status | Actions | |
|---|---|---|---|---|---|---|---|---|---|
Sarah Mitchell sarah.m@email.com |
LN-2024-8847 | Personal | $12,450 |
|
|
Nov 24, 2024 | Critical |
|
|
James Wilson j.wilson@email.com |
LN-2024-7723 | BNPL | $3,200 |
|
|
Nov 23, 2024 | High |
|
|
Emily Chen emily.c@email.com |
LN-2024-9012 | Business | $45,000 |
|
|
Nov 22, 2024 | Medium |
|
|
Michael Brown m.brown@email.com |
LN-2024-6654 | Personal | $8,900 |
|
|
Nov 21, 2024 | Low |
|
|
Jessica Lee jessica.l@email.com |
LN-2024-5589 | BNPL | $1,850 |
|
|
Nov 20, 2024 | Critical |
|
|
David Martinez d.martinez@email.com |
LN-2024-4412 | Education | $25,600 |
|
|
Nov 19, 2024 | Medium |
|
Showing 1-6 of 234 predictions
Churn Risk Analysis
847 borrowers identified with high churn probability
Default Risk Analysis
234 borrowers likely to default within 30 days
Recovery Success Stories
156 borrowers successfully retained this month
Risk Distribution
Borrower risk segmentation
Model Performance
Prediction accuracy over time
Top Risk Factors
Churn vs Default Trends
Monthly comparison