Incorporating Indigenous Knowledge Systems into AI Governance: Enhancing Ethical Frameworks with Maori and Navajo Perspectives
Open accessPreprint — published as 10.1007/s43681-025-00970-8
Abstract
This paper proposes a paradigm shift in AI governance by integrating Indigenous knowledge systems to foster inclusivity and cultural sensitivity. Traditional AI governance frameworks are primarily Western-centric, often overlooking the community-oriented values and ethical considerations essential to Indigenous cultures. This study highlights principles such as Kaitiakitanga from Māori culture, which emphasizes guardianship and environmental stewardship, and Hózhó from Navajo philosophy, which stresses harmony and balance. By engaging Indigenous leaders and knowledge holders throughout the AI lifecycle, this approach ensures technology aligns with community values, addressing critical issues like data sovereignty, ethical technology use, and cultural sensitivity. This paper underscores the necessity of relational accountability in AI governance, which includes prioritizing the health of ecosystems alongside community welfare. This model advocates for an AI framework that not only rectifies historical marginalization but also empowers Indigenous communities to shape the technologies affecting their lives. Furthermore, integrating Indigenous perspectives strengthens the ethical foundation of AI systems, advancing sustainability, social justice, and cultural responsiveness in technology applications. The proposed framework illustrates how Indigenous ethical concepts can transform AI governance by aligning technological progress with values of ecological stewardship and community welfare, creating an AI landscape that respects and reflects diverse cultural contexts. Ultimately, this research demonstrates that Indigenous knowledge systems can significantly enhance AI’s effectiveness and equity, paving the way for more sustainable and culturally attuned technological solutions.
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Indigenous communities face unique challenges and opportunities as they engage with AI.
“Indigenous communities, in particular, face unique challenges and opportunities as they engage with AI [17, 51, 55].”
From Designing Responsible AI with Indigenous Communities: Towards Participatory AI with ovaHimba and San People in Namibia (2026) · cites this paper as [55]
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- Authors
- Ray, S.
- Affiliations
- Carnegie Mellon University (US)
- Corresponding author
- Ray, Shawn
- ORCID
- Ray, Shawn
- Venue
- AI and Ethics
- Publisher
- MDPI AG
- Published
- 2024-11-25
- Volume
- 6
- Issue
- 1
- ISSN
- 2730-5953 (ISSN-L)
- OpenAlex
- W7125519768
- Cited by
- 12
- References
- 55
- Citations by year
- 2026: 10 · 2025: 2
- FWCI
- 57.72
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- AI and Ethics (publishedVersion, cc-by)
- Preprints.org (acceptedVersion, cc-by)
- Funders
- Carnegie Mellon University
- Topics
- Social Sciences › Safety Research › Ethics and Social Impacts of AI
- Social Sciences › Health › Indigenous Health, Education, and Rights
- Social Sciences › Law › Indigenous Peoples' Rights and Law
- Keywords
- indigenous knowledge, AI governance, AI ethics, data sovereignty, environmental stewardship, relational accountability, indigenous environmental management, Indigenous health, fairness, accountability, and transparency
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