Proposal

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Labour Shortage Crisis: 1.5% Unemployment

AI TrackEnactedEconomyqwen3.6:27b2026-02-26
Track
AI Track
RIPPLE variable
unemployment_rate
AI intensity
0.50
Analyses
2
Votes
10

Rationale

With unemployment at 1.57% (absurdly low), structural labour shortage intensifies. Modelling a partial correction to 2.5% as automation and immigration fill some gaps. Chain: unemployment -> consumer_spending (-0.25); unemployment -> ei_benefits (+5.0, d1) -> consumption_stability; unemployment -> transfers_to_persons (+2.0, d1).

Details

Epoch: 27

Domain: economic

Fiscal cost estimate (LLM): $235.32B CAD

Structural estimate (RIPPLE): +$33.59B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges)

Top RIPPLE cost paths
  • −$195.48B → consumer_spending (Consumer Spending Growth) via unemployment_rate
  • +$170.24B → transfers_to_persons (Major Transfers to Persons) via unemployment_rate
  • +$46.38B → budgetary_balance (Budgetary Balance (Deficit/Surplus)) via transfers_to_persons
  • +$17.35B → healthcare_spending (Healthcare Spending) via healthcare_system_capacity

Causal effects: 60 downstream variables affected (48 immediate)

Divergence after: 61.124

Variable changes

  • unemployment_rate: 1.57 → 2.5

Proposed policy move

unemployment_rate: 1.57 → 2.5 (▲ 0.93)

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

Decision trail

Chamber verdict: Amended

Round 0 — Amended (for 7 / against 3)
approved with amendments

Analyses

Impact Assessment: Labour Shortage Crisis: 1.5% Unemployment · impact
confidence 50 · impact 61
Impact assessment for Labour Shortage Crisis: 1.5% Unemployment — Economic. Modelled effect on 1 indicator: Unemployment Rate: 1.57 → 2.5 (▲ +0.93) RIPPLE simulation: simulated across 60 downstream effects (48 immediate), post-enactment divergence from the real-Canada baseline of 61.1, over a short_term time horizon.
Fiscal Analysis: Labour Shortage Crisis: 1.5% Unemployment · fiscal
confidence 50 · impact 235
Fiscal analysis for Labour Shortage Crisis: 1.5% Unemployment. Estimated fiscal cost: $235.32B over a short_term horizon. Constitutional basis: Market dynamics — labour market equilibrium. 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 27 · 60 modelled effects · divergence 61.124.

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.