Improving service response times for veterans on Remembrance Day can help honor their sacrifices and ensure they receive timely support, enhancing overall wellbeing.

Epoch: 118

Domain: Veterans

Fiscal cost estimate (LLM): $4.08B CAD

Structural estimate (RIPPLE): +$3.26B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; agrees)

Top RIPPLE cost paths

• +$3.77B → consumer_spending (Consumer Spending Growth) via homelessness_rate
• −$0.72B → defense_spending (Defence Spending (DND)) via service_response_time
• +$0.21B → healthcare_spending (Healthcare Spending) via public_trust_index
• +$0.10B → education_spending (Education Spending) via public_trust_index

Causal effects: 537 downstream (498 immediate)

Divergence after: 180.689

Variable changes

• service_response_time: {"new": 15.0, "old": 21.0}