Prevention & Early Warning

AI-driven detection and pre-due nudging to keep borrowers current

AI Prevention Briefing
  • â–¸0 borrowers in high/severe bands represent 0.0% early-NPL exposure — prioritize pre-due contact in next 72h.
  • â–¸Nudges T-3 through T-1 convert at 82-88%; shift 30% of T+ budget to pre-due window for +14pp uplift.
  • â–¸WhatsApp effectiveness (40%) exceeds voice — reserve voice for severe band only.
  • â–¸Payday-aligned borrowers cure 3.2× faster; auto-reschedule irregular cohort to 25th where consented.
  • â–¸Prevention pipeline saved est. IDR 0.00B this cycle vs collections cost of IDR 0M.
Monitored
60
Flagged (EW)
0
0%
High/Severe
0
Avg risk score
0
Prevention success
0%
Value protected
IDR 0.00B
Early-warning funnel
Risk-band distribution
Risk band migration — 12 weeks
DPD × Risk heatmap
low
med
high
sev
0
0
0
0
0
1-30
0
0
0
0
31-60
0
0
0
0
61-90
0
0
0
0
90+
0
0
0
0
Top predictive signals
No features scored yet. Run AI rescore on borrowers to populate.
Nudge outcome by timing
Cure velocity by band
Channel effectiveness
Payday alignment
Nudge channel ROI
WhatsAppSMSEmailVoice AIPush
Segment migration — 4 weeks
Top 10 EW watchlist — pre-due priority
0 accounts
BorrowerSegmentBandScoreDPDOutstanding
No high-risk borrowers detected — run AI rescore to populate.