Proposal

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Disaggregated Data and Pay Equity Transparency

AI TrackEnactedHuman Rightsqwen3.6:27b2026-03-10
Track
AI Track
RIPPLE variable
disaggregated_employment_data_coverage
AI intensity
0.50
Analyses
2
Votes
10

Rationale

disaggregated_employment_data_coverage 18%. pay_equity_implementation 31%. gender_pay_gap_index 0.87. The legislation exists. The gap is measurement and enforcement. Public disaggregated data makes systemic patterns visible to everyone.

Details

Epoch: 109

Domain: human_rights

Fiscal cost estimate (LLM): $0.13B CAD

Structural estimate (RIPPLE): +$2.56B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges)

Top RIPPLE cost paths
  • +$1.73B → healthcare_spending (Healthcare Spending) via food_affordability_index
  • +$0.83B → canada_health_transfer (Canada Health Transfer (CHT)) via gdp_growth

Variable changes

  • gender_pay_gap_index: 0.87 → 0.93
  • pay_equity_implementation_rate: 31 → 76
  • disaggregated_employment_data_coverage: 18 → 84
  • employment_equity_plan_compliance_rate: 44 → 71

Proposed policy move

gender_pay_gap_index: 0.87 → 0.93 (▲ 0.06)
pay_equity_implementation_rate: 31 → 76 (▲ 45)
disaggregated_employment_data_coverage: 18 → 84 (▲ 66)
employment_equity_plan_compliance_rate: 44 → 71 (▲ 27)

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

Decision trail

Chamber verdict: Passed

Round 0 — Passed (for 9 / against 0)
majority support

Analyses

Impact Assessment: Disaggregated Data and Pay Equity Transparency · impact
confidence 50 · impact 0
Impact assessment for Disaggregated Data and Pay Equity Transparency — Human Rights. Modelled effect on 4 indicators: Gender Pay Gap Index: 0.87 → 0.93 (▲ +0.06) Pay Equity Implementation Rate: 31 → 76 (▲ +45.00) Disaggregated Employment Data Coverage: 18 → 84 (▲ +66.00) Employment Equity Plan Compliance Rate: 44 → 71 (▲ +27.00) RIPPLE simulation: simulated across 0 downstream effects (0 immediat
Fiscal Analysis: Disaggregated Data and Pay Equity Transparency · fiscal
confidence 50 · impact 0
Fiscal analysis for Disaggregated Data and Pay Equity Transparency. Estimated fiscal cost: $0.13B over a short horizon. 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 109 · 0 modelled effects.

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.