Indigenous Peoples' Rights in Data: a contribution toward Indigenous Research Sovereignty
Open accessAbstract
Indigenous Peoples' right to sovereignty forms the foundation for advocacy and actions toward greater Indigenous self-determination and control across a range of domains that impact Indigenous Peoples' communities and cultures. Declarations for sovereignty are rising throughout Indigenous communities and across diverse fields, including Network Sovereignty, Food Sovereignty, Energy Sovereignty, and Data Sovereignty. Indigenous Research Sovereignty draws in the sovereignty discourse of these initiatives to consider their applications to the broader research ecosystem. Our exploration of Indigenous Research Sovereignty, or Indigenous self-determination in the context of research activities, has been focused on the relationship between Indigenous Data Sovereignty and efforts to describe Indigenous Peoples' Rights in data.
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AI data stewardship applies this approach to dataset collection for training AI models, especially when these have knowledge gaps about marginalized communities.
“AI data stewardship applies this approach to dataset collection for training AI models, especially when these have knowledge gaps about marginalized communities (cf. [20, 59]).”
From Engaging Communities Meaningfully in Defining Disability Representation for AI Image Generation (2026) · cites this paper as [59]
The “Indigenous Data Sovereignty and research” section calls for Indigenous participation in data governance across the data lifecycle and explicitly identifies dataset diversity for AI as important. The “Right to self-determination” section describes Indigenous-led collection to fill community data gaps. The paper does not specifically discuss collecting datasets to train AI models or AI models’ knowledge gaps about marginalized communities generally. (LLM, conf=0.85)
Experimental — accuracy not yet measuredWithin the DAIS paradigm, AI is governed by Indigenous law and ethics rather than optimisation logics.
“Within this paradigm, AI is governed by Indigenous law and ethics rather than optimisation logics (Hudson et al., 2023;Kukutai & Taylor, 2016).”
From Towards a decolonial AI sovereignty model for indigenous educational settings (2026) · cites this paper as Hudson et al., 2023
The Introduction says Indigenous data governance centers authority and ethics, and the Indigenous Data Sovereignty and research section says Indigenous Peoples’ laws and practices set expectations for research. The paper does not say that AI itself is governed under a DAIS paradigm or contrast Indigenous governance with optimisation logics; its AI discussion concerns data diversity. (LLM, conf=0.83)
Experimental — accuracy not yet measuredRefusal is not withdrawal; it is an affirmative method to safeguard language, resist extractive infrastructures, and insist that infrastructural choices answer to Indigenous legal orders.
“Refusal here is not withdrawal; it is an affirmative method to safeguard language, resist extractive infrastructures, and insist that infrastructural choices answer to Indigenous legal orders (Hudson et al., 2023).”
From Towards a decolonial AI sovereignty model for indigenous educational settings (2026) · cites this paper as Hudson et al., 2023
The 'Right to refuse' section describes an active, ongoing right to reject uses of Indigenous data, and 'Right to possess' places data under Indigenous legal control rather than exploitative institutional practices. The Discussion says Indigenous rights should inform evolving data infrastructures. The paper does not specifically describe refusal as a way to safeguard language, and it explicitly includes withdrawal of previously granted permission as one possible exercise of refusal. (LLM, conf=0.84)
Experimental — accuracy not yet measuredEpistemic Sovereignty requires governance boards, binding agreements, and technical protocols granting communities authority over datasets, models, and deployment.
“It requires governance boards, binding agreements, and technical protocols granting communities authority over datasets, models, and deployment (Christen & Anderson, 2019b;Hudson et al., 2023).”
From Towards a decolonial AI sovereignty model for indigenous educational settings (2026) · cites this paper as Hudson et al., 2023
The “Right to govern” section (page unavailable) supports community authority over data and participation in developing protocols. The “Right to possess” section (page unavailable) describes Data Governance Agreements as a means of bringing data under Indigenous governance. The cited paper does not establish governance boards or binding agreements as requirements, or specifically extend that authority to models and deployment. (LLM, conf=0.87)
Experimental — accuracy not yet measuredUNDRIP, the Nagoya Protocol, and the Global Indigenous Data Alliance have detailed numerous rights that Indigenous Peoples have in relation to data.
“UNDRIP, the Nagoya Protocol, and the Global Indigenous Data Alliance have detailed numerous rights that Indigenous Peoples have in relation to data (United Nations General Assembly, 1993, 2007; UN Secretariat of the Convention on Biological Diversity, 2010; Hudson et al., 2023).”
From Indigenous Peoples and research: self-determination in research governance (2023) · cites this paper as Hudson et al., 2023
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Buschbom, J., Bénichou, L., Agosti, D., Egloff, W., Herrmann, E., Kageyama, M., Kroh, A., & Mergen, P. (2025) · European Journal of Taxonomy · doi:10.5852/ejt.2025.1004.2971 · Cited by 2 · see citing works
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Rowe, R., & Shawanda, A. (2023) · Advances in educational technologies and instructional design book series · doi:10.4018/978-1-6684-3425-3.ch010 · Cited by 2 · see citing works
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Connor, T., Montealegre‐Mora, F., Saxon, B. J., Camarena, J., Sarna‐Wojcicki, D., de Bruyn, M., Calhoun, K. L., Martinez, C. C., & Tripp, E. (2025) · Ecology and Evolution · doi:10.1002/ece3.72355 · Cited by 1 · see citing works
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Gall, A., Goodman, A., Locock, K. E. S., Rowling, B., Bugarc̀ić, A., Caddie, M., Hudson, M., Bourke, C., Stephens, M., Sainty, T., et al. (2026) · Australian Journal of Chemistry · doi:10.1071/ch25197 · Cited by 1 · see citing works
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McCoy, R. E. (2025) · Studies in History and Philosophy of Science Part A · doi:10.1016/j.shpsa.2025.08.009 · Cited by 1 · see citing works
Legault, G., Bleau, D. D., & Carter, D. (2025) · International Review of Qualitative Research · doi:10.1177/19408447251403490 · Cited by 1 · see citing works
Field, M. (2026) · Frontiers in Global Women s Health · doi:10.3389/fgwh.2025.1691146 · Cited by 1 · see citing works
Farrell, Ú. C., Olson, H. C., Thompson, M., Abshire, M. L., Adeboye, O. O., Ahm, A. C., Alcott, L., Algeo, T. J., Anderson, R., Ansari, A. H., et al. (2026) · Chemical Geology · doi:10.1016/j.chemgeo.2026.123311 · Cited by 1 · see citing works
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Ahmed, S. M., Dorey, E. S., Smith, D., Weatherall, L., Friday, R., Massi, L., Rooney, R., Hermith‐Ramirez, D., Kendall, E., Wheeler, K., et al. (2026) · BMJ Open · doi:10.1136/bmjopen-2025-113766 · Cited by 1 · see citing works
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Flores-Muñoz, J., & Murrieta‐Flores, P. (2026) · Advances in Archaeological Practice · doi:10.1017/aap.2026.10166 · Cited by 1 · see citing works
New horizons in criminal legal data: creating a comprehensive archive
LeMasters, K. H., McCauley, E., & Brinkley‐Rubinstein, L. (2024) · Health & Justice · doi:10.1186/s40352-024-00286-5 · Cited by 1 · see citing works
Resnik, D. B. (2024) · The International Library of Bioethics · doi:10.1007/978-3-031-82757-0_6 · Cited by 1 · see citing works
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Hobbis, G., Babakir, R., Douny, L., Ketterer, S., Lucas, M. L., Pearson, K., Sagiya, M. E., & Kern, C. L. (2026) · Journal of Material Culture · doi:10.1177/13591835261421432 · Cited by 1 · 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
Kovnyi, Y., Harasymiv, T., Chornopyska, V., Bek, U., & Fitsyk, S. (2023) · Revista Amazonia Investiga · doi:10.34069/ai/2023.65.05.21
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Blockchain for Digital Cultural Heritage: How Blockchain Can Serve Data Rights Management and EthicsPreprint
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Indigenous data sovereignty can help save British Columbia’s wild salmon
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Tan, I. J., Zieneldien, T., Ma, S., & Grant-Kels, J. M. (2025) · Journal of the American Academy of Dermatology · doi:10.1016/j.jaad.2025.10.033
Rolleston, A. K., Jones, G. T., Earle, N. J., Gibbs, S., Pilbrow, A. P., Faatoese, A. F., Poppe, K., Henare, K. L., Cameron, V. A., Macartney-Coxson, D. P., et al. (2025) · SSM - Population Health · doi:10.1016/j.ssmph.2025.101889
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Advancing Indigenous Knowledge Research Epistemologies and Research Methodologies in LIS Research
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Barriers to Indigenous Fire Stewardship on Karuk Lands
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Culturally Informed Colour Coding in Virtual Reality: Preserving ovaHimba Heritage
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- Authors
- Hudson, M., Carroll, S. R., Anderson, J., Blackwater, D., Cordova-Marks, F. M., Cummins, J., David-Chavez, D., Fernandez, A., Garba, I., Hiraldo, D., Jäger, M. B., Jennings, L. L., Martinez, A., Sterling, R., Walker, J. D., & Rowe, R. K.
- Affiliations
- University of Waikato (NZ)
- University of Arizona (US)
- New York University (US)
- Colorado State University (US)
- University of North Carolina at Chapel Hill (US)
- McMaster University (CA)
- Queen's University (CA)
- Corresponding author
- Hudson, Maui
- ORCID
- Venue
- Frontiers in Research Metrics and Analytics
- Publisher
- Frontiers Media SA
- Published
- 2023-05-04
- Volume
- 8
- Pages
- 1173805-1173805
- ISSN
- 2504-0537 (ISSN-L)
- PMC
- PMC10192690
- OpenAlex
- W4377565371
- Cited by
- 107
- References
- 36
- Citations by year
- 2026: 46 · 2025: 37 · 2024: 18 · 2023: 6
- FWCI
- 28.92
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Frontiers in Research Metrics and Analytics (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Carolina Digital Repository (University of North Carolina at Chapel Hill) (submittedVersion, other-oa)
- Lincoln (University of Nebraska) (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- UNC Libraries
- Funders
- Ministry for Business Innovation and Employment
- Topics
- Social Sciences › Health › Indigenous Health, Education, and Rights
- Social Sciences › Law › Indigenous Peoples' Rights and Law
- Social Sciences › Anthropology › Indigenous Cultures and History
- Keywords
- Indigenous data sovereignty, indigenous rights, Indigenous self-determination, Indigenous data governance, Indigenous research ethics
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