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Main Authors: Tubaro, Paola, Casilli, Antonio A, Cornet, Maxime, Ludec, Clément Le, Cierpe, Juana Torres
Format: Preprint
Published: 2025
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Online Access:https://arxiv.org/abs/2502.04860
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author Tubaro, Paola
Casilli, Antonio A
Cornet, Maxime
Ludec, Clément Le
Cierpe, Juana Torres
author_facet Tubaro, Paola
Casilli, Antonio A
Cornet, Maxime
Ludec, Clément Le
Cierpe, Juana Torres
contents 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.
format Preprint
id arxiv_https___arxiv_org_abs_2502_04860
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Where does AI come from? A global case study across Europe, Africa, and Latin America
Tubaro, Paola
Casilli, Antonio A
Cornet, Maxime
Ludec, Clément Le
Cierpe, Juana Torres
Computers and Society
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.
title Where does AI come from? A global case study across Europe, Africa, and Latin America
topic Computers and Society
url https://arxiv.org/abs/2502.04860