Digital inclusion and sustainable language preservation: Examining Wikipedia as a tool for social equity through Setswana and Hà Nhì language communities

Shahid Minhas, Abiodun Salawu, Thu Vo Anh

Article ID: 8716
Vol 4, Issue 4, 2026
DOI: https://doi.org/10.23812/ssd8716

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Abstract

This article investigates the role of Wikipedia as a mechanism for digital inclusion and sustainable language preservation among two minority language communities, Setswana speakers in South Africa and the Hà Nhì ethnic minority in Vietnam. A quanti-qualitative mixed-methods design combined semi-structured interviews with Wikipedia editors, language activists, digital literacy educators, and community practitioners with quantitative Wikipedia platform metrics, including article counts, active editor figures, and content growth trajectories, was employed to investigate this issue. The results show that both communities demonstrate emergent but constrained digital participation. Their barriers are structurally distinct but epistemically convergent, i.e., infrastructural inequity, editorial gatekeeping, procedural governance, and the systemic undervaluation of non-hegemonic knowledge all recur across cases. Cross-case comparison shows that Wikipedia’s ostensibly neutral platform architecture reproduces existing knowledge hierarchies by privileging well-resourced language communities. The study introduces “platform-induced hermeneutical injustice” as a fifth dimension of digital exclusion, supplementing existing models of digital inclusion. It grounds Fricker’s epistemic injustice framework in digital platform governance and offers evidence-based implications for the Wikimedia Foundation, national governments, educators, and language preservation practitioners across the Global South.


Keywords

digital inclusion; epistemic justice; Wikipedia; Setswana; Hà Nhì; linguistic sustainability; social equity


References

1.         Minhas S, Salawu A. Preserving and promoting indigenous languages: Social media analysis of Punjabi and Setswana languages. Journal of Asian and African Studies. 2025; 60(7): 41094126. doi: 10.1177/00219096241243061

2.         Ashrafimoghari V. Detecting cross-lingual information gaps in Wikipedia. Companion Proceedings of the ACM Web Conference 2023. 2023. pp. 581585. doi: 10.1145/3543873.3587539

3.         Minhas S, Salawu A. Wikipedia and indigenous language preservation: Analysis of Setswana and Punjabi languages. Frontiers in Communication. 2025; 29(10): 1442935. doi: 10.3389/fcomm.2025.1442935

4.         Van Dijk J. Power and technology: A theory of social, technical and natural power. John Wiley & Sons; 2024.

5.         Edmondson JA, Gregerson KJ. The languages of Vietnam: Mosaics and expansions. Language and Linguistics Compass. 2007; 1(6): 727–749. doi: 10.1111/j.1749-818X.2007.00033.x

6.         Norris P. Digital divide: Civic engagement, information poverty, and the internet worldwide. Cambridge University Press; 2001. doi: 10.1017/CBO9781139164887

7.         Warschauer M. Technology and social inclusion: Rethinking the digital divide. MIT Press; 2004. doi: 10.7551/mitpress/6699.001.0001

8.         Selwyn N. Reconsidering political and popular understandings of the digital divide. New Media & Society. 2004; 6(3): 34162. doi: 10.1177/1461444804042519

9.         Van Dijk JA. The deepening divide: Inequality in the information society. Sage Publications; 2005. doi: 10.4135/9781452229812

10.      Raihan MM, Subroto S, Chowdhury N, et al. Dimensions and barriers for digital (in) equity and digital divide: A systematic integrative review. Digital Transformation and Society. 2025; 4(2): 111127. doi: 10.1108/DTS-04-2024-0054

11.      Mair C. World languages in competition: the digital factor. Linguaculture. 2025; 16: 1327. doi: 10.47743/lincu-2025-si-0435

12.      Canagarajah S. Translingual Practice: Global Englishes and Cosmopolitan Relations. Routledge; 2012. doi: 10.4324/9780203073889

13.      Yin Y, Thebault-Spieker J. Beyond access: Contextualizing the benefits of broadband through contributor dynamics on Wikipedia. In: Proceedings of the 2026 CHI Conference on Human Factors in Computing Systems; 2026. pp. 12. doi: 10.1145/3772318.3790903

14.      Ferran-Ferrer N, Centelles M, Fernández L. Wikipedia’s front page ten years evolution: Gender gap and implicit bias in biographies and editorial policies. Online Journal of Communication and Media Technologies. 2025; 15(4): e202535. doi: 10.30935/ojcmt/17483

15.      Rollin G, Lages J. The most influential philosophers in Wikipedia: A multicultural analysis. EPJ Data Science. 2025; 14(1): 69. doi: 10.1140/epjds/s13688-025-00570-w

16.      Nguyen N, Takeda H, Karunathilake L. Empowering weak languages through cross-language hyperlink recommendation. Information. 2025; 16(9): 749. doi: 10.3390/info16090749

17.      Ford H. Writing the revolution: Wikipedia and the survival of facts in the digital age. MIT Press; 2022.

18.      Guillory J. Cultural capital: the problem of literary canon formation. University of Chicago Press; 2023.

19.      Sälevä J, Lignos C. Mining Wikidata for name resources for African languages. ArXiv Preprint ArXiv:2104.00558. 2021. doi: 10.48550/arXiv.2104.00558

20.      Do H. Language ideology and its educational impact: insights from Vietnamese community language schools. In: Vietnamese Language, Education and Change in and Outside Vietnam. Springer Nature Singapore; 2024. pp. 83105. doi: 10.1007/978-981-99-9093-1_5

21.      Patrick E. Language revitalization and new technologies: Cultures of electronic mediation and the refiguring of communities. Annual Review Anthropology. 2004; 33: 2145. doi: 10.1146/annurev.anthro.33.070203.143900

22.      Valijärvi RL, Kahn L. The role of new media in minority- and endangered-language communities. In: Endangered Languages in the 21st Century. Routledge; 2023. pp. 139-157. doi: 10.4324/9781003260288-12

23.      Mühlhäusler P. Language of environment, environment of language: A course in ecolinguistics. London, UK: Battlebridge; 2003.

24.      Cunliffe D, Herring SC. Introduction to minority languages, multimedia and the web. New Review of Hypermedia and Multimedia. 2005; 11(2): 131137. doi: 10.1080/13614560512331392186

25.      UNESCO. Language vitality and endangerment: Document submitted to the International Expert Meeting on UNESCO Programme Safeguarding of Endangered Languages. UNESCO; 2003.

26.      Fricker M. Epistemic injustice: Power and the ethics of knowing. Oxford University Press; 2007. doi: 10.1093/acprof:oso/9780198237907.001.0001

27.      Birhane A. Algorithmic injustice: A relational ethics approach. Patterns. 2021; 12; 2(2). doi: 10.1016/j.patter.2021.100205

28.      Mignolo WD. Epistemic disobedience, independent thought and decolonial freedom. Theory, Culture & Society. 2009; 26(78): 159181. doi: 10.1177/0263276409349275

29.      Benkler Y. The wealth of networks: How social production transforms markets and freedom. Yale University Press; 2026.

30.      Spyridou P. Normative commitments and platform logics: Understanding journalism’s adaptive resilience through coverage of democratic innovations. Media and Communication. 2026; 14: 119. doi: 10.17645/mac.11560

31.      Graham M, Ojanperä S, Dittus M. Internet geographies: Data shadows and digital divisions of labor. In: Graham M, Dutton WH, eds. Society and the Internet: How Networks of Information and Communication Are Changing Our Lives. Oxford University Press; 2019. doi: 10.1093/oso/9780198843498.003.0004

32.      Fratini S. The sociotechnical politics of digital sovereignty: Frictional infrastructures and the alignment of privacy and geopolitics. Big Data & Society. 2025; 12(4): 20539517251400729. doi: 10.1177/20539517251400729

33.      Creswell JW, Clark VL. Designing and conducting mixed methods research. Sage Publications; 2017.

34.      Biddix JP, Bourke B. Using formative assessment approaches to enhance rigor and quality in research. Quality & Quantity. 2026; 60(2): 53875406. doi: 10.1007/s11135-025-02461-8

35.      Mesthrie R. Language in South Africa. Cambridge: Cambridge University Press; 2002. doi: 10.1017/CBO9780511486692

36.      Patton MQ. Qualitative research & evaluation methods: Integrating theory and practice. Sage Publications; 2014.

37.      Braun V, Clarke V. Using thematic analysis in psychology. Qualitative Research in Psychology. 2006; 3(2): 77101. doi: 10.1191/1478088706qp063oa

38.      Murray R, Caulier-Grice J, Mulgan G. The open book of social innovation. London: Nesta; 2010.

39.      Bourdieu P. Theory of symbolic power. Culture/power/history: A reader in contemporary social theory. Liverpool University Press, 1994;155.

40.      United Nations. Transforming our world: The 2030 agenda for sustainable development (Resolution A/RES/70/1). United Nations; 2015.

41.      Uddin MA. Linguistic, cultural, and biological diversity: Patterns, processes, and prospects. Canadian Journal of Educational and Social Studies. 2025; 5(5): 190210. doi: 10.53103/cjess.v5i5.406

42.      Judah J. How AI and Wikipedia have sent vulnerable languages into a doom spiral. MIT Technology Review. 2025.

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