How to include Indigenous governance in AI assessments
Include Indigenous governance in AI assessments by mandating co-leadership from Indigenous authorities, applying data sovereignty protocols like OCAP® or CARE Principles, and embedding Free Prior Informed Consent (FPIC) throughout the M&E lifecycle.indigenousinitiatives.ctlt.ubc+1
Core Governance Mechanisms
Center Indigenous-led structures to ensure self-determination aligns with SDG evaluations.
Data Sovereignty Protocols: Adopt OCAP® (Ownership, Control, Access, Possession) for First Nations or equivalent; require Nation-to-Nation agreements before data use in AI models.[iapp]
FPIC as Ongoing Process: Secure collective consent via community assemblies, extending to model retraining and output sharing, not one-off approvals.[prism.sustainability-directory]
Governance Committees: Form joint bodies with Indigenous elders, knowledge keepers, and M&E experts to oversee risk assessments and cultural safety checks.[indigenousinitiatives.ctlt.ubc]
Step-by-Step Inclusion Process
Adapt rapid assessment workflows for Indigenous contexts.
Initiate Nation-to-Nation Engagement: Present AI proposals to leadership for FPIC, defining data uses (e.g., SDG 15 land monitoring).[iapp]
Co-Develop Assessment Criteria: Integrate Indigenous metrics (reciprocity, relationality) alongside UNESCO principles, using Two-Eyed Seeing.[spectrum.library.concordia]
Implement Control Points: Indigenous veto rights at data collection, model validation, and deployment; use federated learning for sovereignty.[indigenousinitiatives.ctlt.ubc]
Capacity and Reciprocity: Provide training and benefits (e.g., AI tools for language revitalization) as quid pro quo.[prism.sustainability-directory]
Continuous Accountability: Quarterly reviews by governance committees, documenting adherence in public registries.[ohchr]
Integration in M&E Frameworks
| Assessment Stage | Indigenous Governance Role | SDG Example |
|---|---|---|
| Framework Analysis | Protocol approval | SDG 2: Traditional ecological knowledge validation[oxfordinsights] |
| Data Collection | OCAP® compliance checks | SDG 15: Land rights data sovereignty |
| Model Development | Cultural safety audits | SDG 3: Health AI with traditional healing |
| Monitoring | Joint oversight committees | SDG 17: Partnership equity reporting[indigenousinitiatives.ctlt.ubc] |
This approach fulfills UNDRIP obligations, prevents extractive AI, and strengthens evaluation validity through Indigenous authority.[spectrum.library.concordia]
