๐Ÿ”„ Quick Repay โ†’ Reborrow Behavior

Customers who repay within 7 days then reborrow within 7โ€“35 days ยท Last 120 days ยท Generated Mar 1, 2026

11,034
Total Qualifying Customers
At least 1 quick-repay + reborrow pair
2,263
Scored 200 (Penalized)
20.5% of qualifying customers
7,333
Score > 250
66.5% scored above floor
6,597
Strict Cyclers (โ‰ค2 day gap)
59.8% reborrow within 2 days of repay
โš ๏ธ 20.5% of quick-repay customers are stuck at Score 200 โ€” despite demonstrating consistent repayment behavior. These customers repay on average in 10.4 days and reborrow within 22 days. Their behavior is nearly identical to customers scoring above 250.
๐Ÿ“Š Group Comparison
Score Group Customers Avg Loans Avg Days to Repay Min/Max DTR Avg Disb Gap Min/Max Gap Cyclers (โ‰ค2d) Cycling Instances
Score 200 2,263 3.3 10.4 days 0 / 59 22.4 days 0 / 77 1,527 (67%) 2,197
Score 201โ€“250 1,438 4.3 10.4 days 0 / 78 19.2 days 0 / 100 1,051 (73%) 2,533
Score > 250 7,333 3.6 9.9 days 0 / 97 22.5 days 0 / 98 4,019 (55%) 8,401
๐Ÿ” Key finding: Score 200 customers have virtually identical repayment behavior to Score > 250 customers (10.4 vs 9.9 avg days to repay, 22.4 vs 22.5 avg disb gap). The score difference is not explained by repayment behavior.
๐Ÿ“ˆ Distributions

Score Distribution of Qualifying Customers

Days to Repay Distribution (all pairs)

Disbursement Gap Distribution (all pairs)

Pair-Level Flags

๐Ÿ”ข Pair-Level Statistics (28,808 loan pairs)
13,131
Strict Cycling Pairs
Reborrow โ‰ค 2 days after repay (45.6%)
372
Late Repayment Pairs
Only 1.3% had any late principal
15,971
Quick Repay (โ‰ค7d) Pairs
55.4% repaid within a week
๐Ÿ“‹ Methodology

Data window: Last 120 days (closed loans only)

Qualifying criteria: At least one consecutive loan pair where days_to_repay โ‰ค 7 AND disbursement_gap between 7โ€“35 days

Strict cycling flag: close_to_reborrow_gap โ‰ค 2 days (repay โ†’ reborrow within 48 hours)

Late flag: PRINCIPALLATE_ > 0 from F_DTR table

Score: Latest FIDO_SCORE per customer

Sources: GHANA_PROD.DATA.F_DTR, GHANA_PROD.ML.LOAN_INFO_TBL, GHANA_PROD.DATA.FIDO_SCORE