Minor Harm Exposure Risk
78.4%
Baseline high hazard exposure
Youth Harm Reduction
-21.6%
Net safety gain vs unconstrained
5-Yr Cash Flow Impact
-2.6%
$18.0B Fine amortized
Youth Retention Delta
-4.2%
Engagement resilience score
Causal Loop Dynamics: Ex-Post Fines vs Ex-Ante Product Architecture
Policy Findings & Proof Summary
Simulating...