Skip to main content

ETHNOS_APP

Home • Search • Journals • List 0

Lifting the curtain

Strategic visibility of human labour in AI-as-a-Service

Bibliographic Data

ID5260792
AuthorsGemma Newlands (0000-0003-0851-384X, BI Norwegian Business School, corresponding author)
Year2021
Volume8
Issue1
Publication date2021-01-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueBig Data & Society (JOURNAL)
Journal identifiersISSN: 2053-9517 • E-ISSN: 2053-9517
PublisherSAGE Publications Inc (PUBLISHER)
DOI10.1177/20539517211016026
OpenAlexW3160182997
LanguageEN
Citations received28
References cited85

Artificial Intelligence-as-a-Service (AIaaS) empowers individuals and organisations to access AI on-demand, in either tailored or 'off-the-shelf' forms. However, institutional separation between development, training and deployment can lead to critical opacities, such as obscuring the level of human effort necessary to produce and train AI services. Information about how, where, and for whom AI services have been produced are valuable secrets, which vendors strategically disclose to clients depending on commercial interests. This article provides a critical analysis of how AIaaS vendors manipulate the visibility of human labour in AI production based on whether the vendor relies on paid or unpaid labour to fill interstitial gaps. Where vendors are able to occlude human labour in the organisational 'backstage,' such as in data preparation, validation or impersonation, they do so regularly, further contributing to ongoing techno-utopian narratives of AI hype. Yet, when vendors must co-produce the AI service with the client, such as through localised AI training, they must 'lift the curtain', resulting in a paradoxical situation of needing to both perpetuate dominant AI hype narratives while emphasising AI's mundane limitations

Business · Cold war · Hospitality · Iron Curtain · Narrative · Political science · Politics · Public relations · Sociology · Software deployment · Tourism · Vendor · Visibility · AI in Service Interactions · Blockchain Technology Applications and Security · Computer Science · Ethics and Social Impacts of AI · Law · Marketing

  • Escape Me If You Can

    Open Access•Felix M Simon•Digital Journalism•2023

  • At the crossroads of logics

    Open Access•Stefanie Sirén‐heikel, Martin Kjellman et al.•Journal of the Association for…•2022

  • Revising research practices for singing data collection

    Open Access•Kelsey Cotton, Andre Holzapfel et al.•AI & Society•2026

  • Imploding between the facts and concerns

    Open Access•Kelsey Cotton, Anna-Kaisa Kaila et al.•Humanities and Social Sciences…•2025

  • From explainable to interactive AI

    Open Access•Muhammad Raees, Inge Meijerink et al.•International Journal of…•2024

  • From local hacks to global standards

    Open Access•Matthew Zook, Ate Poorthuis•Digital Geography and Society•2026

  • Artificial intelligence, algorithms, and social inequality

    Open Access•M Zajko•Sociology Compass•2022

  • Dis//assemblages of AI

    Dominique A Montiel Valle, Samantha Shorey•Information Communication & Society•2024

  • Modeling AI Trust for 2050

    Open Access•Katalin Feher, Lilla Vicsek et al.•AI & Society•2024

  • The politics of artificial intelligence supply chains

    Open Access•Janine Muldoon, Ana Valdivia et al.•AI & Society•2026

  • The poverty of ethical AI

    Open Access•Janine Muldoon, Callum Cant et al.•AI & Society•2025

  • Artificial intelligence and work

    Open Access•J P Deranty, Thomas Corbin•AI & Society•2024

  • Artificial Intelligence in the Colonial Matrix of Power

    Open Access•Janine Muldoon, Boxi Wu•Philosophy & Technology•2023

  • The digital oligarchic public sphere

    Open Access•Salvador Santino F Regilme, Salvador Santino Regilme•Globalizations•2026

  • Human directing the Loop? Rethinking automation through Chinese transnational platform expansion in Oceania

    Open Access•Tingting Liu, Ying Liu et al.•Media Culture & Society•2026

  • Intelligent toys, complex questions

    Open Access•Wei Xiao, Alexandre Gonçalves•Big Data & Society•2025

  • Uninvited Protagonists

    Open Access•Juana Torres Cierpe, Juana Torres-Cierpe et al.•New Technology Work and Employment•2025

  • Troubleshooting the connected home

    Open Access•Helene F Teigen•Convergence The International…•2026

  • Audible Crime Scenes

    Open Access•Edward B Kang, Simogne Hudson•Science Technology & Human Values•2024

  • Friction and Promise in Data Labor

    Open Access•M Ruckenstein, Tuukka Lehtiniemi•Science Technology & Human Values•2025

  • Artificial intelligence, human intelligence and hybrid intelligence based on mutual augmentation

    Open Access•Mohammad Hossein Jarrahi, Christoph Lutz et al.•Big Data & Society•2022

  • Cleaning up data work

    Open Access•Benjamin Shestakofsky•Big Data & Society•2024

  • Why putting artificial intelligence ethics into practice is not enough

    Open Access•Hao Wang, Vincent Blok•Big Data & Society•2025

  • Artificial intelligence and skills in the workplace

    Open Access•A Margaryan•Big Data & Society•2023

  • The digital writing of human rights narratives

    Open Access•Josh Bowsher•The Sociological Review•2023

  • The labor of assetization

    Open Access•Benjamin Shestakofsky•Socio-Economic Review•2025

  • Sidewalk Toronto and the discursive politics of the real-time city

    Open Access•Nathan A Olmstead•Time & Society•2025

  • Sensing and the Shadows

    Open Access•Anna Harris•Medical Anthropology•2023

  • Artificial Intelligence and Management

    Sebastian Raisch, Sebastian Krakowski•Academy of Management Review•2021

  • Turkopticon

    Open Access•Lilly Irani, Lilly C Irani et al.•Proceedings of the SIGCHI…•2013

  • Artificial Intelligence in Organizations

    Georg von Krogh•Academy of Management Discoveries•2018

  • How artificial intelligence will change the future of marketing

    Open Access•Thomas H Davenport, Thomas Davenport et al.•Journal of the Academy of…•2020

  • The Race between Man and Machine

    Daron Acemoglu, Pascual Restrepo•American Economic Review•2018

  • Work as affective experience

    Open Access•Parisa Dashtipour, Bénédicte Vidaillet•Organization•2017

  • Artificial intelligence and rationalized unaccountability

    Open Access•Mikko Vesa, Janne Tienari•Organization•2022

  • Echoes of myth and magic in the language of Artificial Intelligence

    Open Access•Roberto Musa Giuliano•AI & Society•2020

  • Invisible Labor

    Arlie Russell Hochschild, Marion G Crain et al.•Invisible Labor•2019

  • Algorithmic Surveillance in the Gig Economy

    Open Access•Gemma Newlands•Organization Studies•2020

  • Labor Out of Place

    Open Access•Michael Scroggins, Michael J Scroggins et al.•Engaging Science Technology and…•2020

  • AI and Its New Winter

    Open Access•Luciano Floridi•Philosophy & Technology•2020

  • Prosumer Capitalism

    Open Access•George Ritzer•Sociological Quarterly•2015

  • Chatbots and the new world of HCI

    Open Access•Asbjørn Følstad, P B Brandtzaeg•interactions•2017

  • Automation, Labour Justice, and Equality

    Denise Celentano•Ethics and Social Welfare•2018

  • The three sociological types of consumer work

    Open Access•Marie-Anne Dujarier•Journal of Consumer Culture•2014

  • The cultural work of microwork

    Open Access•Lilly Irani•New Media & Society•2013

  • Out of sight, out of mind? (In)visibility of/in platform-mediated work

    Open Access•Katarzyna Gruszka, Madeleine Böhm•New Media & Society•2020

  • Crowdwork and the mobile underclass

    Open Access•Gemma Newlands, Christoph Lutz•New Media & Society•2020

  • Hot air and corporate sociotechnical imaginaries

    Open Access•Michael Hockenhull, Marisa Leavitt Cohn•New Media & Society•2021

  • Future imaginaries in the making and governing of digital technology

    Open Access•Anne Mager, Christian Katzenbach•New Media & Society•2021

  • Metaphors in critical Internet and digital media studies

    Open Access•Sally Wyatt•New Media & Society•2021

  • The limits of transparency

    Open Access•Matthew Crain•New Media & Society•2016

  • Rethinking country effects

    Open Access•Caroline Lloyd, Jonathan Payne•New Technology Work and Employment•2019

  • Privacy and smart speakers

    Open Access•Christoph Lutz, Gemma Newlands•The Information Society•2021

  • The virtual stages of hate

    Open Access•Daniel Kilvington•Media Culture & Society•2021

  • Prison media work

    Open Access•Anne Kaun, Fredrik Stiernstedt•Media Culture & Society•2020

  • Containing the Atom

    Open Access•Sheila Jasanoff, Sang-Hyun Kim•Minerva•2009

  • Layers of Silence, Arenas of Voice

    Open Access•Susan Leigh Star, Anselm Strau et al.•Computer Supported Cooperative…•1999

  • Bringing Secrecy into the Open

    Open Access•Jana Costas, Christopher Grey•Organization Studies•2014

  • Goffman on Organizations

    Open Access•Peter K Manning•Organization Studies•2008

  • Situating methods in the magic of Big Data and AI

    M C Elish, Drick Boyd et al.•Communication Monographs•2017

  • Data Cleaners for Pristine Datasets

    Open Access•Jean-Christophe Plantin•Science Technology & Human Values•2019

  • Unsupervised by any other name

    Open Access•Anja Bechmann, G C Bowker•Big Data & Society•2019

  • Search algorithms, hidden labour and information control

    Open Access•Paško Bilić•Big Data & Society•2016

  • Perspectives on algorithmic normativities

    Open Access•Jérémy Grosman, Tyler Reigeluth•Big Data & Society•2019

  • Logged out

    Open Access•Barbara Prainsack•Big Data & Society•2019

  • Content moderation, AI, and the question of scale

    Open Access•Tarleton Gillespie•Big Data & Society•2020

  • The trainer, the verifier, the imitator

    Open Access•P Tubaro, Antonio A Casilli et al.•Big Data & Society•2020

  • Transparency you can trust

    Open Access•Heike Felzmann, Eduard Fosch Villaronga et al.•Big Data & Society•2019

  • The Overworked Consumer

    Open Access•Peter Ikeler•Contemporary Sociology A Journal…•2020

  • The platform as factory

    Open Access•Moritz Altenried•Capital & Class•2020

  • Invisible Work

    Arlene Kaplan Daniels•Social Problems•1987

  • Work, recognition and subjectivity

    Open Access•Marco Angella•European Journal of Social Theory•2016

  • Digi-Housekeeping

    Open Access•Rebecca Whiting, Gillian Symon•Work Employment and Society•2020

  • Why Artificial Intelligence Will Not Outsmart Complex Knowledge Work

    Open Access•Lene Pettersen•Work Employment and Society•2019

  • Mechanisms of invisibility

    Open Access•Erin Hatton•Work Employment and Society•2017

  • Introduction to 'Secrecy and Transparency

    Open Access•Clare Birchall•Theory Culture & Society•2011

  • When I Iron My Son's Shirt, I Feel My Maternal Role

    Open Access•Amit Kaplan, M Sabbah-Karkabi et al.•Journal of Family Issues•2020

  • Disembedded or Deeply Embedded? A Multi-Level Network Analysis of Online Labour Platforms

    Open Access•P Tubaro•Sociology•2021

  • Visibility

    Open Access•A Mubi Brighenti, Andrea Brighenti•Current Sociology•2007

Unique citing works28
Citations per year7
Citation span2022 - 2026 (5)
Citation velocitycurrent
Highly citedNo
Citation typesNeutral: 28

Tools

Open DOIOpen Access
Ethnos_APP • Open Source Project • MIT License • Frontend v2.0.0 • Privacy and Cookies • API Documentation: api.ethnos.app/docs • API Source Code: GitHub • DOI: 10.5281/zenodo.17049435 • Frontend Source Code: GitHub • DOI: 10.5281/zenodo.17050053 • cruz.rio.br • Expectantes Misericordiae