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Churn & Default Prediction

AI-powered borrower behavior analysis

+12%

847

High Churn Risk

68% of flagged accounts

+8%

234

Likely to Default

42% within 30 days

Optimal

94.7%

Model Accuracy

Last updated 2 hours ago

-15%

$2.4M

Saved from Default

78% recovery rate

AI Prediction Insights

Real-time ML model analysis

Live Analysis
Churn Alert

23 borrowers showing reduced engagement patterns in the last 7 days.

Default Risk

12 accounts predicted to default within next 15 days with 89% confidence.

Opportunity

45 at-risk borrowers can be retained with personalized offers.

Borrower Loan ID Loan Type Outstanding Churn Risk Default Risk Prediction Date Status Actions
user

Sarah Mitchell

sarah.m@email.com

LN-2024-8847 Personal $12,450
87%
92%
Nov 24, 2024 Critical
user

James Wilson

j.wilson@email.com

LN-2024-7723 BNPL $3,200
75%
68%
Nov 23, 2024 High
user

Emily Chen

emily.c@email.com

LN-2024-9012 Business $45,000
52%
45%
Nov 22, 2024 Medium
user

Michael Brown

m.brown@email.com

LN-2024-6654 Personal $8,900
23%
18%
Nov 21, 2024 Low
user

Jessica Lee

jessica.l@email.com

LN-2024-5589 BNPL $1,850
95%
78%
Nov 20, 2024 Critical
user

David Martinez

d.martinez@email.com

LN-2024-4412 Education $25,600
58%
42%
Nov 19, 2024 Medium

Showing 1-6 of 234 predictions

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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

Missed Payments
42%
Income Drop
28%
High Credit Utilization
18%
Low Engagement
12%

Churn vs Default Trends

Monthly comparison

Borrower Details

SM

Sarah Mitchell

sarah.m@email.com

Critical Risk

AI Risk Assessment

87%

Churn Risk

92%

Default Risk

Loan Information

Loan ID

LN-2024-8847

Loan Type

Personal Loan

Outstanding

$12,450

EMI

$520/month

Tenure

24 months

Next Due

Dec 01, 2024

AI Analysis

This borrower shows concerning patterns: 2 missed payments in last 3 months, decreased app engagement by 65%, and recent credit inquiries suggest financial stress.

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