Remembrance Day highlights the importance of recognizing and valuing public service. Increasing employee satisfaction can improve morale and productivity, leading to better public services.

Epoch: 118

Domain: Human Resources

Fiscal cost estimate (LLM): $12.41B CAD

Structural estimate (RIPPLE): +$12.27B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; agrees)

Top RIPPLE cost paths

• +$8.52B → consumer_spending (Consumer Spending Growth) via employee_satisfaction
• +$2.40B → healthcare_spending (Healthcare Spending) via employee_satisfaction
• +$0.93B → transfers_to_persons (Major Transfers to Persons) via unemployment_rate
• +$0.24B → education_spending (Education Spending) via gdp_growth_rate

Causal effects: 646 downstream (601 immediate)

Divergence after: 179.571

Variable changes

• employee_satisfaction: {"new": 70.0, "old": 62.0}