
arXiv: 2502.04860
This article examines the organisational and geographical forces that shape the supply chains of artificial intelligence (AI) through outsourced and offshored data work. Bridging sociological theories of relational inequalities and embeddedness with critical approaches to Global Value Chains, we conduct a global case study of the digitally enabled organisation of data work in France, Madagascar, and Venezuela. The AI supply chains procure data work via a mix of arm's length contracts through marketplace-like platforms, and of embedded firm-like structures that offer greater stability but less flexibility, with multiple intermediate arrangements. Each solution suits specific types and purposes of data work in AI preparation, verification, and impersonation. While all forms reproduce well-known patterns of exclusion that harm externalised workers especially in the Global South, disadvantage manifests unevenly in different supply chain structures, with repercussions on remunerations, job security and working conditions. Unveiling these processes of contemporary technology development provides insights into possible policy implications.
New Political Economy, In press
FOS: Computer and information sciences, Artificial intelligence, [SHS.SOCIO]Humanities and Social Sciences/Sociology, [SHS.SOCIO] Humanities and Social Sciences/Sociology, JEL: Z - Other Special Topics/Z.Z1 - Cultural Economics • Economic Sociology • Economic Anthropology, JEL: J - Labor and Demographic Economics/J.J4 - Particular Labor Markets, [SHS.ECO]Humanities and Social Sciences/Economics and Finance, 300, Outsourcing, Embeddedness, 301, Computer Science - Computers and Society, [INFO.INFO-CY] Computer Science [cs]/Computers and Society [cs.CY], [INFO.INFO-CY]Computer Science [cs]/Computers and Society [cs.CY], Offshoring, Computers and Society (cs.CY), Data work, JEL: L - Industrial Organization/L.L8 - Industry Studies: Services/L.L8.L86 - Information and Internet Services • Computer Software, [SHS.ECO] Humanities and Social Sciences/Economics and Finance, Supply chains
FOS: Computer and information sciences, Artificial intelligence, [SHS.SOCIO]Humanities and Social Sciences/Sociology, [SHS.SOCIO] Humanities and Social Sciences/Sociology, JEL: Z - Other Special Topics/Z.Z1 - Cultural Economics • Economic Sociology • Economic Anthropology, JEL: J - Labor and Demographic Economics/J.J4 - Particular Labor Markets, [SHS.ECO]Humanities and Social Sciences/Economics and Finance, 300, Outsourcing, Embeddedness, 301, Computer Science - Computers and Society, [INFO.INFO-CY] Computer Science [cs]/Computers and Society [cs.CY], [INFO.INFO-CY]Computer Science [cs]/Computers and Society [cs.CY], Offshoring, Computers and Society (cs.CY), Data work, JEL: L - Industrial Organization/L.L8 - Industry Studies: Services/L.L8.L86 - Information and Internet Services • Computer Software, [SHS.ECO] Humanities and Social Sciences/Economics and Finance, Supply chains
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