A reported payroll pilot reviewed the full provided dataset and found issues missed in a sampled audit.
Proposed mechanism: Expand record coverage and surface discrepancies for correction.
Conditions: Consented access and human follow-up.
Limit: Small pilot; inconsistent time figures, no false-positive or ground-truth assessment; outside formal audit report.