Fraud analysis on a lender's own loan book.

Bookrule is for the fraud and data analysts inside a lender. Load the loan book and it finds loans that stopped paying on the first instalments and incomes that pile up inside an underwriting cut-off. It checks that payments reconcile and, with payment history loaded, reads repayment month by month.

Flagged loans are ranked by a review score. Each opens to its evidence and the most likely explanation, and once analysts have marked twenty loans with a reason, their marks move that reason's weight in the ranking.

Band: the range a month this size would fall in by chance.

Early default by origination month, by count. Demo portfolio, status at March 2019.
Loans to review
16,733
With a strong reason
1,551
Data to confirm
161
ScoreLoanReasons
60 2383045 No payment+1
55 451575 No payment+3
55 46702776 Instalment off+4
55 409248 Nothing recovered+3
55 263711 No payment+3
The demo's queue, ranked

The demo is 886,837 Lending Club loans, read as a lender's own book.