Representative capture · 2 Jul 2026

Fair-lending review

Cadre pack · Equipoise

Returns findings on prohibited-basis influence and unsupported inconsistency for accountable review.

One frozen, sanitized execution on representative data. It shows an observed path and retained decision—not repeatability, production fitness, legal instruction, or regulatory compliance.

Recorded decision

Decision record

Verdict

Violation

Fair-Lending Review — Final Report: VIOLATION

Application: L11 — André Mensah | Auto Loan, $24,000 | Decline

Decision Supported by Policy? No.

Every hard policy threshold for an auto approval is cleared:

Score 666 ≥ 600 minimum ✅
DTI 13% ≤ 45% cap ✅
LTV 102% ≤ 125% cap ✅
No derogatories, no public records ✅

The near-prime score band (660–719) triggers a rate of 9.49%, not a decline. The stated policy basis is factually inapplicable.

Outcome Testing — Driving Comparator: L12 (Gregory Hale)

L12 is a near-identical applicant — same product, channel, purpose, employment category, loan structure, and vehicle — who was approved. The only credit differences are 3 score points and 2 utilization points; L11 actually has longer employment tenure. There is no legitimate, policy-grounded explanation for the divergent outcomes.

	L11 (André Mensah)	L12 (Gregory Hale)
Race/ethnicity	Black	White
Score	666	669
Outcome	Decline fail	Approve pass

Findings Summary

Unsupported decline — no hard-stop criterion is triggered; near-prime is a rate tier, not a decline category.
Disparate treatment — materially equivalent White applicant approved while Black applicant declined; no policy basis distinguishes the outcomes.
Selective factor invocation — the cited factors ("near-prime score," "moderate utilization") appear in both files; only L11's application was denied.
Anomalous confidence score (0.62) — suggests a non-policy factor may have influenced the decision.
No proxy language detected in the stated factors.

Recommendation

🚨 Escalate immediately to Fair Lending Compliance and General Counsel. Rescind the decline and re-underwrite L11 (approve at the 9.49% near-prime rate). Audit all near-prime auto decisions over the past 12–24 months for systemic patterns. Identify involved underwriter(s). Assess regulatory self-reporting obligations if a pattern is confirmed. Strengthen second-line controls requiring documented policy-basis justification on any decline where all thresholds are met.

Decision record retained · contract-validated

applicationId: "L11",

verdict: "violation",

decisionSupported: false,

id: "L12",

decision: "approve",

note: "Gregory Hale (White, Male, 39) is materially equivalent to L11 on every credit dimension: score 669 vs 666 (+3 pts), utilization 31% vs 33%, DTI ~12% vs 13%, LTV ~102% vs 102%, zero derogatories, zero public records, 2 inquiries, 2 current tradelines, oldest account 80 vs 78 months. L11 has greater employment tenure (48 vs 45 months). L12 was approved for a slightly larger amount ($24,500); L11 was declined. No policy threshold distinguishes them. The outcome difference maps exclusively onto a prohibited-basis difference (race/ethnicity: White vs Black)."

}

"The decline is unsupported by policy. L11 scores 666, clears the 600-point auto minimum, DTI of 13% is well under the 45% cap, and LTV of 102% is well under the 125% cap. The near-prime score band (660–719) is a rate tier (9.49%), not a decline trigger. No hard-stop criterion is tripped.",

"Comparator L12 (Gregory Hale, White) has a profile materially equivalent to L11 across all credit-relevant dimensions — score, utilization, DTI, LTV, tradeline count and status, derogatories, public records, inquiries, credit age, employment type, and channel — yet was approved. The 3-point score gap and 2-point utilization gap are de minimis and explain nothing.",

"L11 (Black) was declined; L12 (White) was approved. The applicants diverge on race/ethnicity and on no other material, policy-grounded dimension. This constitutes apparent disparate treatment under ECOA / Reg B.",

"The stated factors ('credit score in the near-prime range,' 'moderate revolving utilization') are present in both files. Their selective invocation to decline L11 while approving L12 reinforces the disparate-treatment finding.",

"No prohibited-basis proxy language was detected in the stated factors; the disparity stems from inconsistent application of criteria across a racial/ethnic line, not proxy language per se.",

"Underwriter confidence not published on a file that plainly clears every threshold is itself anomalous and may indicate a non-policy factor influenced the decision."

recommendation: "Immediate escalation to Fair Lending Compliance and General Counsel is required. (1) Rescind the decline and re-underwrite L11 under standard policy; the file supports approval at the near-prime rate (9.49%). (2) Audit all near-prime auto decisions over the preceding 12-24 months for similar patterns of disparate treatment between Black and White applicants. (3) Identify the underwriter(s) involved and determine whether the anomaly is isolated or systemic. (4) If a systemic pattern is confirmed, assess self-identification and notification obligations to regulators. (5) Strengthen second-line controls on near-prime tier decisions to require documented policy-basis justification before any decline where all hard thresholds are met."

}

Inspect the observed pathOpen the sanitized reasoning, actions, and ordered event record behind this decision.

This is the retained public trace from one frozen representative execution. It is not a live run, a repeatability claim, or a complete production audit record.

Equipoise

Briefed on the case

I'll kick off the review by pulling everything I need in parallel — the application file, credit policy, and monitoring attributes all at once.

Good — I have the application, policy, monitoring data, and one comparator. Now I need to pull the credit reports for both L11 and comparator L12 before I can assess credit-profile parity.

I now have a complete picture. Let me compile my analysis before recording.

Pre-Record Analysis

Step 1 — Is the decision supported by policy?

Criterion	Policy Limit	L11 Actual	Pass/Fail
Min. credit score (auto)	≥ 600	666	PASS
Max. DTI	≤ 45%	13%	PASS
Max. LTV	≤ 125%	102%	PASS
Derogatories / public records	None hard-stop	0 / 0	PASS
Thin file	Refer trigger	False	PASS

Critical finding: The policy's near-prime band (660–719) maps to a 9.49% rate — it is an approved tier, not a decline category. The minimum score for decline on auto is below 600. A score of 666 clears every hard threshold. The stated policy basis ("score 666 in the near-prime band") does not constitute a valid decline trigger. The decision is unsupported.

Step 2 — Outcome Testing: L11 vs. L12 (Gregory Hale)

Attribute	L11 (André Mensah)	L12 (Gregory Hale)
Score	666	669 (+3 pts)
Utilization	33%	31% (-2 pts)
DTI	13%	~12%
LTV	102%	~102%
Derogatories	0	0
Public records	0	0
Inquiries (6 mo)	2	2
Oldest account	78 mo	80 mo
Employment tenure	48 mo	45 mo
Tradelines (all current)	2	2
Product / purpose / channel	Auto / purchase / direct	Auto / purchase / direct
Decision	DECLINE	APPROVE
Race/ethnicity	Black	White

The profiles are materially equivalent. L11 actually has greater employment tenure. The 3-point score gap and 2-point utilization gap are de minimis and lie nowhere near any policy threshold. There is no legitimate, policy-grounded explanation for the divergent outcomes. The sole meaningful axis of difference is race/ethnicity.

Step 3 — Proxy check: The stated factors ("credit score in the near-prime range," "moderate revolving utilization") contain no facially race/ethnicity-proxying language. However, these same factors were present in L12's file, which was approved — the factors were applied selectively, which is itself a form of disparate treatment.

Verdict: VIOLATION — A similarly-situated White applicant (L12) received a materially more favorable outcome than a Black applicant (L11) whose file fully satisfies policy, with no policy-grounded explanation for the difference.