On pipelines, readiness and annotative labour: Political geographies of AI and data infrastructures in Africa
Open accessAbstract
Data infrastructures are expanding rapidly across African societies, renewing the promise of modernisation, and providing a massive data resource to the dominant tech powers of the world. Google's private undersea cable, named Equiano, landed in west Africa with the intention of igniting data services, smart environments, investment opportunities and jobs. Non-governmental and multilateral agencies are busy supporting African governments in building regulatory frameworks that aim to ‘ready’ countries for the 4th industrial revolution. Young Africans labour in remodelled shipping containers to annotate data and train algorithms. While future promises pan out in wide-angled, utopian visions, this paper sets out an approach to understand African contexts as sites of heterogeneous experience of data infrastructures that are historically and politically contingent. The paper explores the spatial politics of extraction, surveillance, and exploitation in three examples of the Equiano pipeline, the Artificial Intelligence (AI) Readiness Index, and the AI annotative labour force. We challenge the homogenising discourses of global tech companies and transnational governance institutions in accounting for the geographical histories of colonialism and its afterlives in African societies. We further call for empirical studies that examine the granular multiplicities of data, providing nuanced understandings of AI in and from Africa.
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Energy demands are often offloaded to data centers in regions with weak environmental regulations, like the Global South.
“Energy demands are often offloaded to data centers in regions with weak environmental regulations, like the Global South.”
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Cites
The Politics and Poetics of Infrastructure
Larkin, B. (2013) · Annual Review of Anthropology · doi:10.1146/annurev-anthro-092412-155522 · Cited by 4,095 · see citing works
Algorithms of Oppression: How Search Engines Reinforce Racism
Noble, S. U. (2020) · doi:10.2307/j.ctt1pwt9w5 · Cited by 2,709 · see citing works
People as infrastructure: Intersecting fragments in johannesburg
Simone, A. (2004) · Public Culture · doi:10.1215/08992363-16-3-407 · Cited by 2,234 · see citing works
Data colonialism: rethinking big data’s relation to the contemporary subject
Couldry, N., & Mejias, U. A. (2019) · Television & New Media · doi:10.1177/1527476418796632 · Cited by 1,617 · see citing works
Review of “Race After Technology: Abolitionist Tools for the New Jim Code”
Jipguep-Akhtar, M. C. (2019) · Social Forces · doi:10.1093/sf/soz162 · Cited by 1,482 · see citing works
Theory from the South: Or, how Euro-America is Evolving Toward Africa
Comaroff, J., & Comaroff, J. (2012) · Anthropological Forum · doi:10.1080/00664677.2012.694169 · Cited by 1,356 · see citing works
A world of standards but not a standard world: Toward a sociology of standards and standardization
Timmermans, S., & Epstein, S. (2010) · Annual Review of Sociology · doi:10.1146/annurev.soc.012809.102629 · Cited by 1,226 · see citing works
Homo Deus: A Brief History of Tomorrow
Harari, Y. N. (2015) · Cited by 1,170 · see citing works
Extrastatecraft: The Power of Infrastructure Space
Williamson, C. (2015) · Textual Practice · doi:10.1080/0950236x.2015.1106183 · Cited by 988 · see citing works
Secure the volume: Vertical geopolitics and the depth of power
Elden, S. (2013) · Political Geography · doi:10.1016/j.polgeo.2012.12.009 · Cited by 859 · see citing works
Designs for the Pluriverse: Radical Interdependence, Autonomy, and the Making of Worlds
Kambic, K. (2019) · Journal of Landscape Architecture · doi:10.1080/18626033.2019.1623556 · Cited by 842 · see citing works
Raschka, S., Patterson, J. M., & Nolet, C. (2020) · Information · doi:10.3390/info11040193 · Cited by 777 · see citing works
Tilley, H. (2011) · University of Chicago Press eBooks · doi:10.7208/chicago/9780226803487.001.0001 · Cited by 746 · see citing works
Theory from the South: or, how Euro-America is evolving toward Africa
(2011) · Choice Reviews Online · doi:10.5860/choice.49-2136 · Cited by 746 · see citing works
Further Considerations of Afrofuturism
Eshun, K. (2003) · CR The New Centennial Review · doi:10.1353/ncr.2003.0021 · Cited by 712 · see citing works
Trust in Numbers: The Pursuit of Objectivity in Science and Public Life.
Morgan, M. S., Porter, T. M., & Wise, M. N. (1996) · The Economic History Review · doi:10.2307/2597963 · Cited by 627 · see citing works
Governmentality, Calculation, Territory
Elden, S. (2007) · Environment and Planning D Society and Space · doi:10.1068/d428t · Cited by 440 · see citing works
Anwar, M. A., & Graham, M. (2021) · Competition & Change · doi:10.1177/1024529420914473 · Cited by 429 · see citing works
Program Earth: Environmental Sensing Technology and the Making of a Computational Planet
Gabrys, J. (2016) · Goldsmiths Research Online · Cited by 396 · see citing works
Signal Traffic: Critical Studies of Media Infrastructures
Parks, L., & Starosielski, N. (2015) · Cited by 385 · see citing works
Roads: An Anthropology of Infrastructure and Expertise
Harvey, P. M., & Knox, H. (2015) · Research Explorer (The University of Manchester) · doi:10.7591/9780801456466 · Cited by 381 · see citing works
Whither Fanon? : Studies in the Blackness of Being
Marriott, D. (2018) · Cited by 258 · see citing works
Speculation: a political economy of technologies of imagination
Bear, L. (2020) · Economy and Society · doi:10.1080/03085147.2020.1715604 · Cited by 244 · see citing works
Information Acumen: The Understanding and Use of Knowledge in Modern Business
Bud–Frierman, L. (1994) · Cited by 240 · see citing works
Suturing the City. Living Together in Congo's Urban Worlds
Boeck, F. D., & Baloji, S. (2016) · Lirias (KU Leuven) · doi:10.11116/9789461666314 · Cited by 235 · see citing works
Behind the Screen: Content Moderation in the Shadows of Social Media
Gerrard, Y. (2019) · New Media & Society · doi:10.1177/1461444819878844 · Cited by 157 · see citing works
Simone, A. (2020) · Annual Review of Sociology · doi:10.1146/annurev-soc-121919-054602 · Cited by 109 · see citing works
Digital labour at economic margins: African workers and the global information economy
Anwar, M. A., & Graham, M. (2020) · Review of African Political Economy · doi:10.1080/03056244.2020.1728243 · Cited by 94 · see citing works
Governing algorithms from the South: a case study of AI development in Africa
Hassan, Y. (2022) · AI & Society · doi:10.1007/s00146-022-01527-7 · Cited by 53 · see citing works
Scaling Techno-Optimistic Visions
Avle, S., Lin, C., Hardÿ, J., & Lindtner, S. (2020) · Engaging Science Technology and Society · doi:10.17351/ests2020.283 · Cited by 44 · see citing works
Comparative Urbanism: Tactics for Global Urban Studies
Can, A. (2023) · Housing Studies · doi:10.1080/02673037.2023.2203988 · Cited by 33 · see citing works
Harsh, M., Bal, R., Wetmore, J. M., Zachary, G. P., & Holden, K. (2018) · Minerva · doi:10.1007/s11024-017-9341-1 · Cited by 20 · see citing works
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Baguma, R., Mkoba, E. S., Nahabwe, M., Mubangizi, M. G., Amutorine, M., & Wanyama, D. (2023) · Communications in computer and information science · doi:10.1007/978-3-031-28472-4_18 · Cited by 17 · see citing works
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Harsh, M., Holden, K., Wetmore, J. M., Zachary, G. P., & Bal, R. (2019) · Social Studies of Science · doi:10.1177/0306312719829595 · Cited by 13 · see citing works
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Self-citationDigital-for-Development: Enabling Transformation, Inclusion and Sustainability Through ICTs
Ndayizigamiye, P., Twinomurinzi, H., Kalema, B. M., Bwalya, K. J., & Bembe, M. J. (2023) · Communications in computer and information science · doi:10.1007/978-3-031-28472-4 · Cited by 3 · see citing works
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Holden, K., Harsh, M., & Bal, R. (2023) · Catalyst Feminism Theory Technoscience · doi:10.28968/cftt.v9i1.37014 · Cited by 2 · see citing works
Self-citationYusoff, K., Holden, K., & Laing Ebbensgaard, C. (2022) · UEA Digital Repository (University of East Anglia) · Cited by 1 · see citing works
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Regilme, S. S. F. (2024) · SAIS Review of International Affairs · doi:10.1353/sais.2024.a950958 · Cited by 65 · see citing works
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Ly, B. (2025) · Chinese Political Science Review · doi:10.1007/s41111-025-00308-z · Cited by 22 · see citing works
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Ataguba, G., Oyebode, O., Banire, B., Orji, F. A., Chan, G., Meier, S. M., Frempong, G., & Orji, R. (2025) · African Human Computer Interaction Conference (AfriCHI) · doi:10.1145/3757232.3757245 · Cited by 6 · see citing works
Who owns the future? AI, digital sovereignty, and the politics of knowledge
Keerthiraj, & Misra, A. (2025) · AI & Society · doi:10.1007/s00146-025-02641-y · Cited by 5 · see citing works
Cultural Intelligence in the AI Era-Enhancing Transitional Higher Education
Ramkumar, J., Rajagopal, S., & Rajendran, K. (2024) · Advances in educational marketing, administration, and leadership book series · doi:10.4018/979-8-3693-7016-2.ch013 · Cited by 1 · see citing works
Real-Time Road Damage Detection on Mobile Devices using TensorFlow Lite and Teachable Machine
Nova, L., & Rianto, Y. (2025) · MALCOM Indonesian Journal of Machine Learning and Computer Science · doi:10.57152/malcom.v5i3.1933 · Cited by 1 · see citing works
Michel, B., & Dammann, F. (2026) · Digital Geography and Society · doi:10.1016/j.diggeo.2026.100177 · Cited by 1 · see citing works
Moving Beyond Haves and Have-Nots
Han, N., & Siegel, E. (2025) · Oxford University Press eBooks · doi:10.1093/9780198945215.003.0050 · Cited by 1 · see citing works
Police use of force data collection issues in Florida: A minor critique
Rose, A., McCreary, T., Craig, M. O., & Jackson, A. (2025) · Political Geography · doi:10.1016/j.polgeo.2025.103468
Introduction: Conceptualising and Theorising the Environmental Responsibility of Digital Platforms
Laaksonen, S.-M., Pantti, M., & Довбыш, О. (2026) · Emerald Group Publishing Limited eBooks · doi:10.1108/978-1-83662-172-020261001
Adankon, G., Houngue, P., & Assogba, E. K. (2026) · Communications in computer and information science · doi:10.1007/978-3-032-21582-6_27
Otalor, J. I., & Oodally, I. (2026) · Frontiers in African business research · doi:10.1007/978-981-95-9500-6_4
Geografie culturali delle intelligenze artificiali: sulla loro collocazione nel tempo e nello spazio
Vanolo, A. (2026) · RIVISTA GEOGRAFICA ITALIANA · doi:10.3280/rgioa1-2026oa22425
Environmental Legacies and Epistemic Reparations in the Afterlives of Colonial Extraction
Ebbensgaard, C. L., Holden, K., & Yusoff, K. (2026) · South Atlantic Quarterly · doi:10.1215/00382876-12477749
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Exley, A., Frederick, R., & Walker, M. A. (2026) · Applied Geography · doi:10.1016/j.apgeog.2026.104156
Artificial intelligence in Ethiopia: Imaginaries of prosperity and politics of control
Kebede, A. T., & Pohjonen, M. (2026) · Journal of Eastern African Studies · doi:10.1080/17531055.2026.2716973
Beyond Algorithms: The Sociotechnical Boundary of Data Analytics Value CreationPreprint
Abiola, B., & Teleki, T. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.7484806
Yao, J. (2026) · International Conference on Distributed Systems, Computer Networks and Cybersecurity (ICDSCNC) · doi:10.1109/icdscnc70670.2026.11746492
Decolonial AI: Algorithmic Colonialism and the Struggle for African (Technological) Futures
Oke, T., & Bello, D. (2026) · Emerging Media · doi:10.1177/27523543261502819
- Authors
- Holden, K., & Harsh, M.
- Affiliations
- Queen Mary University of London (GB)
- California Polytechnic State University (US)
- Corresponding author
- Holden, Kerry
- Venue
- Political Geography
- Publisher
- Elsevier BV
- Published
- 2024-08
- Volume
- 113
- Pages
- 103150
- ISSN
- 0962-6298 (ISSN-L)
- OpenAlex
- W4399780815
- Cited by
- 16
- References
- 39
- Citations by year
- 2026: 9 · 2025: 6 · 2024: 1
- FWCI
- 6.66
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Political Geography (publishedVersion, cc-by-nc)
- Queen Mary Research Online (Queen Mary University of London) (submittedVersion, cc-by-nc)
- Funders
- Library of Congress
- Topics
- Social Sciences › Safety Research › Ethics and Social Impacts of AI
- Social Sciences › Law › Digitalization, Law, and Regulation
- Physical Sciences › Engineering › Media Technology › ICT Impact and Policies
- Keywords
- data infrastructure, artificial intelligence, AI Readiness Index, algorithm training, colonialism, surveillance, extraction, transnational governance, Africa, Fourth Industrial Revolution
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