Articles

  • Why product attributes make your scorecard look strong and should not be in it

    A public SBA loan analysis found that product attributes can dominate a scorecard because the lender chose them, while borrower attributes carry less separation. Test the top five characteristics by asking who sets each one, then move lender-set choices into a visible cutoff.

    Published on:: 2026-09-07 10:31:27

  • How life insurance underwriting turns an application into terms

    Life underwriting does not reduce every application to accept or reject. It starts with standard mortality, adds or removes the effects of relevant factors, and then maps the result to terms such as standard rates, a loading, an exclusion, postponement, or decline.

    Published on:: 2026-08-31 16:27:50

  • When to Set Up Credit Scoring in Lending

    New lenders often reach for a scorecard too early. That usually creates weak approvals, false rejects, and higher acquisition cost before the model has enough data to help. In market entry, antifraud comes first. Credit scoring matters later, when you have enough performance data to separate risk, reduce hard rules, and raise approval rates without weakening the book.

    Published on:: 2026-07-31 19:55:07

  • Detecting Round Tripping in SME Lending Transaction Analysis

    Round tripping is a transaction pattern that deserves a specific place in SME credit underwriting. An incoming payment is followed by outgoing payments within a defined window, and the amounts may be equal or made up of several transactions. The pattern is a signal for review, not proof of fraud.

    The useful question is not whether every incoming payment has an obvious matching outgoing row. It is whether the rule can test the combinations that matter, show the transactions behind a result, and make its limits visible to the analyst.

    Published on:: 2026-04-24 09:20:41

  • How to Automate Factoring Approvals and Keep Control

    Factoring approvals need 2 separate decisions. The first is whether the small company and the invoice are real. The second is whether the big company, the debtor, and the exposure fit your risk policy.

    Published on:: 2026-04-17 17:29:23

  • Using adverse media analysis in KYB and KYC screening

    Adverse media checks catch risk that basic identity and sanctions screening can miss. The right process starts with fast flagging, then uses deeper analysis to separate real issues from false matches and unrelated names.

    Published on:: 2026-04-17 17:03:51

  • Why BNPL Changes the Economics of Consumer Finance

    Consumer finance has always depended on a simple idea: lend against something that creates value or preserves access to value. Buy now, pay later changes that model. It combines parts of installment lending, revolving credit, and merchant finance, but it also changes the risk profile, the economics, and the operating model.

    This article looks at consumer finance through the lens of business model design, credit risk, fraud risk, portfolio risk, operational risk, and return on capital.

    Published on:: 2026-04-12 18:32:51

  • Decision Tree vs Decision Table: When to Use Each

    Decision trees and decision tables solve the same problem in different forms. Both can express decision logic, and both can be translated into each other, but they are not equally useful for every job. The right choice depends on whether you need visual segmentation, compact lookup logic, or a structure that stays readable as rules change.

    Published on:: 2026-04-11 18:50:16

  • Why Decision Lineage Matters in Chained Decision Flows

    Decision flows are no longer single tables or isolated rulesets. They chain rules, third-party calls, segment splits, and model steps, which makes the final outcome harder to explain unless you track decision lineage at each step.

    Published on:: 2026-04-11 18:06:18

  • Merchant Risk Evaluation for BNPL and Consumer Lending

    Merchants sit at the front line of fraud in BNPL and point-of-sale financing. A scalable merchant risk process needs to separate what can be automated from what still needs human review, then keep monitoring after approval.

    Published on:: 2026-04-07 11:49:36