01
ECOA / Reg B
12 CFR 1002.9 · credit
Adverse action reasons. A dropped reason is a reason legally owed and withheld — the sharpest test of certificate value.
reasonsmith audit engine · research preview
Abstract
reasonsmith runs conformance checks against formal regulation packs and issues reason-deletion certificates: audit-grade evidence that an explanation engine dropped reasons the law says a person is owed. Every claim carries a strength on an explicit lattice — observed → probed → proved — and nothing claims a strength it did not earn.
§1 — The case
Application APP-1042, adverse action. Under ECOA / Reg B (12 CFR 1002.9)
the applicant is owed the specific principal reasons. The scoring system computed five:
income, credit history length, delinquent obligations, recent inquiries, references.
The graph behind you is the proof structure of that decision.
§2 — The deletion
The explanation engine answers adverse_action(APP-1042) with a top‑1 proof.
The applicant sees one reason. The certificate shows what the full proof contained —
and what was dropped on the way out.
§3 — The duties
01
12 CFR 1002.9 · credit
Adverse action reasons. A dropped reason is a reason legally owed and withheld — the sharpest test of certificate value.
02
automated decisions · clinical
Meaningful information about the logic involved, owed to the data subject, in a triage setting.
03
transparency · deployers
Deployer information duties for high-risk systems: instructions, capabilities, limitations.
04
record-keeping · logs
Automatic event logs over the system's lifetime, retained for the regulatory lookback window.
05
SaMD · good machine learning practice
Design history, verification logs and change control for software as a medical device.
06
continuous monitoring
Monitoring logs, thresholds, reviews and incident tickets as ongoing evidence, not one-off attestations.
§4 — The evidence
Every requirement verdict carries its position on the evidence lattice. unattainable means the system as built cannot emit the signals at all; observed means the trace carries them; probed and proved mean the engines went further. Zero verdicts combine to inconclusive, never to satisfied.