Indigenous Data Sovereignty and Policy
Open accessAbstract
Book description This book examines how Indigenous Peoples around the world are demanding greater data sovereignty, and challenging the ways in which governments have historically used Indigenous data to develop policies and programs. In the digital age, governments are increasingly dependent on data and data analytics to inform their policies and decision-making. However, Indigenous Peoples have often been the unwilling targets of policy interventions and have had little say over the collection, use and application of data about them, their lands and cultures. At the heart of Indigenous Peoples’ demands for change are the enduring aspirations of self-determination over their institutions, resources, knowledge and information systems. With contributors from Australia, Aotearoa New Zealand, North and South America and Europe, this book offers a rich account of the potential for Indigenous data sovereignty to support human flourishing and to protect against the ever-growing threats of data-related risks and harms.
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GenAI tools remain fundamentally misaligned with Indigenous knowledge systems, which are oral, land-based, intergenerational, and relational.
“Yet such tools remain fundamentally misaligned with Indigenous knowledge systems, which are oral, land-based, intergenerational, and relational (Walter et al., 2020).”
From Towards a decolonial AI sovereignty model for indigenous educational settings (2026) · cites this paper as Walter et al., 2020
The exclusion of Indigenous knowledge from GenAI systems is a continuation of colonial logics that have historically dictated which knowledge is recognised and legitimised in educational contexts.
“The exclusion of Indigenous knowledge from GenAI systems is not merely a technical oversight, but a continuation of colonial logics that have historically dictated which knowledge is recognised and legitimised in educational contexts (Mohamed et al., 2020;Walter et al., 2020).”
From Towards a decolonial AI sovereignty model for indigenous educational settings (2026) · cites this paper as Walter et al., 2020
Indigenous knowledge systems do not align with the logics of abstraction, standardisation, and individualised cognition that underpin dominant AI training architectures.
“Indigenous knowledge systemsoral, experiential, land-based, and deeply relationaldo not align with the logics of abstraction, standardisation, and individualised cognition that underpin dominant AI training architectures (Walter et al., 2020).”
From Towards a decolonial AI sovereignty model for indigenous educational settings (2026) · cites this paper as Walter et al., 2020
Indigenous Legal Orders are juridical infrastructures that enforce rights such as FPIC, ensuring these are ongoing, revocable, and codified in law rather than reduced to rhetorical gestures.
“Indigenous Legal Orders: juridical infrastructures that enforce rights such as Free, Prior, and Informed Consent (FPIC), ensuring these are ongoing, revocable, and codified in law rather than reduced to rhetorical gestures (UN, 2007;Walter et al., 2020).”
From Towards a decolonial AI sovereignty model for indigenous educational settings (2026) · cites this paper as Walter et al., 2020
Cites
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The FAIR Guiding Principles for scientific data management and stewardship
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Epistemic Injustice: Power and the Ethics of Knowing
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The CARE Principles for Indigenous Data Governance
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Indigenous Data Governance: Strategies from United States Native Nations
Carroll, S. R., Rodriguez-Lonebear, D., & Martinez, A. (2019) · Data Science Journal · doi:10.5334/dsj-2019-031 · Cited by 264 · see citing works
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Indigenous Peoples' Rights in Data: a contribution toward Indigenous Research Sovereignty
Hudson, M., Carroll, S. R., Anderson, J., Blackwater, D., Cordova-Marks, F. M., Cummins, J., David-Chavez, D., Fernandez, A., Garba, I., Hiraldo, D., et al. (2023) · Frontiers in Research Metrics and Analytics · doi:10.3389/frma.2023.1173805 · Cited by 107 · see citing works
Self-citationCarroll, S. R., Garba, I., Plevel, R., Small-Rodriguez, D., Hiratsuka, V. Y., Hudson, M., & Garrison, N. A. (2022) · Frontiers in Genetics · doi:10.3389/fgene.2022.823309 · Cited by 95 · see citing works
Self-citationIndigenous Peoples and research: self-determination in research governance
Garba, I., Sterling, R., Plevel, R., Carson, W., Cordova-Marks, F. M., Cummins, J., Curley, C., David-Chavez, D., Fernandez, A., Hiraldo, D., et al. (2023) · Frontiers in Research Metrics and Analytics · doi:10.3389/frma.2023.1272318 · Cited by 56 · see citing works
Self-citationFortune, S., & Hetrick, S. (2022) · Australian & New Zealand Journal of Psychiatry · doi:10.1177/00048674221107316 · Cited by 16 · see citing works
Towards a decolonial AI sovereignty model for indigenous educational settings
Mbah, M. F., & Jarvis, L. (2026) · Cogent Education · doi:10.1080/2331186x.2026.2626631 · Cited by 7 · see citing works
Prehn (Worimi), J., Carlson (Aboriginal), B., Walter (Palawa), M., Lovett (Wongaibon/Ngiyampaa), R., & Maher (Yamatji, N. (2026) · Journal of Sociology · doi:10.1177/14407833261460137
- Authors
- Walter, M., Kukutai, T., Carroll, S. R., & Rodriguez-Lonebear, D.
- Venue
- Routledge eBooks
- Publisher
- Routledge
- Published
- 2020-10-29
- OpenAlex
- W3042557844
- Cited by
- 273
- References
- 14
- Citations by year
- 2026: 37 · 2025: 47 · 2024: 59 · 2023: 51 · 2022: 52 · 2021: 26 · 2020: 1
- FWCI
- 86.93
- Type
- book
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Routledge eBooks (publishedVersion, cc-by-nc-nd)
- BiblioBoard Library Catalog (Open Research Library) (submittedVersion, cc-by-nc)
- BiblioBoard Library Catalog (Open Research Library) (submittedVersion)
- Directory of Open access Books (OAPEN Foundation) (submittedVersion, cc-by)
- Figshare (submittedVersion, cc-by)
- Funders
- University of Otago
- University of Waikato
- International Development Research Centre
- Australian National University
- University of Auckland
- Victoria University of Wellington
- Victoria University
- National Science Council
- Topics
- Social Sciences › Law › Indigenous Peoples' Rights and Law
- Social Sciences › Health › Indigenous Health, Education, and Rights
- Social Sciences › Anthropology › Indigenous Cultures and History
- Keywords
- Indigenous data sovereignty, indigenous peoples, data governance, Indigenous self-determination, data-driven policy, data analytics, indigenous knowledge, data ethics, indigenous rights
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