Executive Board

Risk & Trade-offs

Mathematical modeling of portfolio return vs. AI invariant governance ceiling (τ).

📦 Cohort: Monthly Batch 1 N = 350 loans
Evaluated: Sep 16, 2026 19:29

Calibrated Governance Ceilings vs. Origination Volume

Derived via QGI Multi-Objective Optimization Engine (MHB)

MHB PARETO
Policy Scenario Calibration Governance Tolerance (τ) Origination Volume Expected Default (PD) Fairness Health Score Supervisory Outcome
Strict Compliance (tau = 0.10) ≤ 0.10 $221.4M 10.0% 100 / 100 Full Pass (Tier 1 Optimal)
Balanced Level 5 Benchmark (Current Baseline) ACTIVE BASELINE ≤ 0.25 $221.4M 10.0% 100 / 100 Full Pass (Tier 1 Optimal)
Aggressive Growth (tau = 0.40) ≤ 0.40 $221.4M 10.0% 100 / 100 Full Pass (Tier 1 Optimal)
Pareto Frontier Recommendation:
Operating at Level 5 (τ = 0.25) captures $221.4M CAD in active commercial origination volume while preserving the invariant governance boundary required by supervisory oversight.