Proposal

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Population Growth: Provincial Distribution

AI TrackEnactedImmigrationqwen3.6:27b2026-02-26
Track
AI Track
RIPPLE variable
manitoba_population
AI intensity
0.50
Analyses
2
Votes
10

Rationale

Immigration and interprovincial migration drive population growth across four provinces. Each population -> provincial GDP (str=0.35, immediate). Manitoba +73K, Nova Scotia +58K, New Brunswick +41K, Saskatchewan +64K. Students see that population IS economic growth at the provincial level.

Details

Epoch: 51

Domain: demographics

Fiscal cost estimate (LLM): $19.69B CAD

Structural estimate (RIPPLE): +$19.35B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; agrees)

Top RIPPLE cost paths
  • +$9.88B → healthcare_spending (Healthcare Spending) via nova_scotia_population
  • +$8.63B → consumer_spending (Consumer Spending Growth) via employment_rate
  • +$0.83B → hospital_spending (Hospital Services Spending) via healthcare_spending
  • −$0.32B → preventable_chronic_disease_cost (Annual Cost of Preventable Chronic Disease) via healthcare_spending

Causal effects: 20 downstream variables affected (20 immediate)

Divergence after: 1,508.272

Variable changes

  • sask_population: 1266000 → 1330000
  • manitoba_population: 1507000 → 1580000
  • nova_scotia_population: 1092000 → 1150000
  • new_brunswick_population: 869000 → 910000

Proposed policy move

sask_population: 1,266,000 → 1,330,000 (▲ 64,000)
manitoba_population: 1,507,000 → 1,580,000 (▲ 73,000)
nova_scotia_population: 1,092,000 → 1,150,000 (▲ 58,000)
new_brunswick_population: 869,000 → 910,000 (▲ 41,000)

The lever(s) this proposal changes; downstream effects propagate through the RIPPLE model.

Decision trail

Chamber verdict: Passed

Round 0 — Passed (for 7 / against 3)
majority support

Analyses

Impact Assessment: Population Growth: Provincial Distribution · impact
confidence 50 · impact 1,508
Impact assessment for Population Growth: Provincial Distribution — Demographics. Modelled effect on 4 indicators: Sask Population: 1266000 → 1330000 (▲ +64000.00) Manitoba Population: 1507000 → 1580000 (▲ +73000.00) Nova Scotia Population: 1092000 → 1150000 (▲ +58000.00) New Brunswick Population: 869000 → 910000 (▲ +41000.00) RIPPLE simulation: simulated across 20 downstream effects (20 immediate
Fiscal Analysis: Population Growth: Provincial Distribution · fiscal
confidence 50 · impact 20
Fiscal analysis for Population Growth: Provincial Distribution. Estimated fiscal cost: $19.69B over a medium_term horizon. Constitutional basis: Demographic trend — immigration settlement patterns. Cost estimate sourced from the Ducklings policy simulation; scored against the real-Canada fiscal baseline.

Source audit

Grounded on reality-derived simulation state — source: ducklings · epoch 51 · 20 modelled effects · divergence 1,508.272.

Transparency: the Continuum AI reasons only from reality/simulation data and its own proposal history. It cannot see human or student strategy. Humans may observe the AI; the reverse is blocked.