Benefit — HMDA LAR reproducibility

What LAR-row reproducibility actually saves you

HMDA errors compound. A single reporting round with pattern-of-error triggers a supervisory follow-up cycle that costs multiples of the audit spend that would have prevented it.

The three moments where it matters

  1. Annual HMDA filing. LAR row action-taken code must be defensible. Pattern-of-error triggers Matters Requiring Attention.
  2. Supervisory follow-up exam. Once error rate crosses a threshold, examiners require row-level reproduction. Without model-version + input pinning, this becomes a forensic reconstruction exercise.
  3. DOJ fair-lending analysis. HMDA public data feeds the DOJ analytical pipeline. Rows that cannot be traced to defensible decisions land the lender on the outlier list.

Dollar frame

HMDA per-application civil money penalty: aggregate exposure scales with volume. Reporting-round errors on ~700 H3 files compound quickly.
Supervisory follow-up cost: $250K-$1.5M in external counsel + LOS-vendor forensics + internal-diversion cost for a mid-market lender with pattern-of-error finding.
Preventive stance value: $499 Snapshot proves LAR-row reproducibility on 5 sample decisions. The same discipline supports the full LAR at filing time.

Who at your org cares

What "having it" looks like

Green: Snapshot on file. Model version + input snapshot + decision hash retained per LAR row. Filing round completes without pattern-of-error finding.
Red: Vendor rotated the model mid-year. Row-level reproduction requires forensic reconstruction. Pattern-of-error opens the supervisory follow-up cycle.

$499. 3 business days.

The dated LAR-reproducibility proof your HMDA Officer + Compliance Officer want on file BEFORE the filing round.

Buy $499