About this terminal
This is a working market-based credit-rating system: a KMV/Merton structural model estimated by EM over five years of equity data, converted to Time-Consistent (TiC) credit measures and an S&P-equivalent letter, run across a 150-name universe chosen to include the hard cases — banks, ADRs, negative book equity, recent IPOs, genuinely distressed names. Everything on this site was computed offline from committed data and is reproducible from the repository with two commands.
Finding one — the letter is the weak layer
The drift-free RiskScore inherits exactly the volatility's uncertainty (×2.00, the algebraic square) while the PD-based letter conversion amplifies it roughly ×4,073 on the measured universe. The same letter also swings up to seven notches on an unargued debt-weight convention, and for deposit-funded banks no convention lands on the truth at all. The rank ordering underneath is robust to all of it — which is why this site shows RiskScore first and never renders a letter without its interval.
Finding two — validated, honestly
Against sourced agency ratings the ordering discriminates well: Spearman ρ = 0.79 overall and 0.73 restricted to the names where the scale genuinely resolved a letter, holding within every sector. Calibration is the failure mode: the letters run a median five notches optimistic, and plain distance-to-default ties the TiC RiskScore on discrimination — a result we report rather than bury. The full study, including where the model fails, is in the repository.
Links
- Repository — Apache-2.0, CI-green, offline-reproducible
- Validation study — discrimination, calibration, baselines
- Frozen deliverable — the workbook with its provenance README
- Sensitivity playground — the formulas, live in your browser
Attribution
Independent implementation of the Time-Consistent (TiC) credit-rating methodology (Y. Yang); equation numbers are cited in the code. The methodology reference materials and conversion grids are licensed third-party material — not in the repository, not on this site. Fixture-backed demo; not investment advice.