Role

Formula, source, and risk-language review

Review scope

Methodology

  1. Compare calculations with unit-tested pure TypeScript functions where a matching tool exists.
  2. Require first-party source identifiers and a visible source-refresh state when live verification is incomplete.
  3. Reject approval predictions, guaranteed score claims, personalized advice, and hidden assumptions.

Disclosure

This review identity does not represent a bank, credit bureau, regulator, attorney, or licensed financial adviser. High-risk publication requires appropriate human source review for the claim.

Reviewed content set