When machines think for us: The consequences for work and place
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Abstract The relationship between technology and work, and concerns about the displacement effects of technology and the organisation of work, have a long history. The last decade has seen the proliferation of academic papers, consultancy reports and news articles about the possible effects of Artificial Intelligence (AI) on work—creating visions of both utopian and dystopian workplace futures. AI has the potential to transform the demand for labour, the nature of work and operational infrastructure by solving complex problems with high efficiency and speed. However, despite hundreds of reports and studies, AI remains an enigma, a newly emerging technology, and its rate of adoption and implications for the structure of work are still only beginning to be understood. The current anxiety about labour displacement anticipates the growth and direct use of AI. Yet, in many ways, at present AI is likely being overestimated in terms of impact. Still, an increasing body of research argues the consequences for work will be highly uneven and depend on a range of factors, including place, economic activity, business culture, education levels and gender, among others. We appraise the history and the blurry boundaries around the definitions of AI. We explore the debates around the extent of job augmentation, substitution, destruction and displacement by examining the empirical basis of claims, rather than mere projections. Explorations of corporate reactions to the prospects of AI penetration, and the role of consultancies in prodding firms to embrace the technology, represent another perspective onto our inquiry. We conclude by exploring the impacts of AI changes in the quantity and quality of labour on a range of social, geographic and governmental outcomes.
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Most authors consider that only the advent of strong artificial intelligence (general AI), involving fully agentic and autonomous AI algorithms with potentially greater capabilities than human beings, could reasonably lead one to adopt a strict determinism perspective.
“Most authors consider that only the advent of strong artificial intelligence (also called general AI), involving fully agentic and autonomous AI algorithms with potentially greater capabilities than human beings, could reasonably lead one to adopt a strict determinism perspective(Braga & Logan, 2017;Clifton, Glasmeier, & Gray, 2020).”
From Algorithms as work designers: How algorithmic management influences the design of jobs (2022) · cites this paper as Clifton, Glasmeier, & Gray, 2020
There is neither a universal definition of AI, nor an established blueprint to build one.
“There is neither a universal definition of AI, nor an established blueprint to build one [4,90].”
From The sustainability of artificial intelligence: an urbanistic viewpoint from the lens of smart and sustainable cities (2020) · cites this paper as [90]
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Strategies for Aligning Responsible Leadership and Ethical Values in Industry 5.0 Businesses
Farelo, F., & Duarte, S. (2025) · Lecture notes on data engineering and communications technologies · doi:10.1007/978-981-95-1595-0_51 · Cited by 1 · see citing works
Ciaschini, C., & Salvati, L. (2026) · Sustainable development goals series · doi:10.1007/978-3-032-12559-0_2 · Cited by 1 · see citing works
Samers, M. E., & He, Y. (2024) · Finance and Space · doi:10.1080/2833115x.2024.2355265 · Cited by 2 · see citing works
Bangsa, P. G., Udasmoro, W., & Noviani, R. (2024) · SASDAYA Gadjah Mada Journal of Humanities · doi:10.22146/sasdaya.14256 · Cited by 1 · see citing works
How AI Transforms Barriers to Organic Arable Farming Adoption
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Can AI Make a Case? AI Vs. Lawyer in the Dutch Legal ContextPreprint
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Mariani, C., & Mancini, M. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4774261 · Cited by 1 · see citing works
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Unpacking the Inverted U-shape between Regional AI and Business Performance
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Algorithms as Political Subjects in Disruptive Technology Scenarios
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Interplay of Artificial Intelligence and Recruitment
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Deranty, J. (2024) · Oxford University Press eBooks · doi:10.1093/oso/9780192887146.003.0006
Deranty, J. (2024) · Oxford University Press eBooks · doi:10.1093/oso/9780192887146.003.0016
The Social and Political Irrelevance of Work
Deranty, J. (2024) · Oxford University Press eBooks · doi:10.1093/oso/9780192887146.003.0009
Deranty, J. (2024) · Oxford University Press eBooks · doi:10.1093/oso/9780192887146.003.0001
Deranty, J. (2024) · Oxford University Press eBooks · doi:10.1093/oso/9780192887146.003.0013
Deranty, J. (2024) · Oxford University Press eBooks · doi:10.1093/oso/9780192887146.003.0015
Deranty, J. (2024) · Oxford University Press eBooks · doi:10.1093/oso/9780192887146.003.0012
Deranty, J. (2024) · Oxford University Press eBooks · doi:10.1093/oso/9780192887146.003.0005
Deranty, J. (2024) · Oxford University Press eBooks · doi:10.1093/oso/9780192887146.003.0014
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Deranty, J. (2024) · Oxford University Press eBooks · doi:10.1093/oso/9780192887146.003.0008
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Deranty, J. (2024) · Oxford University Press eBooks · doi:10.1093/oso/9780192887146.003.0010
Deranty, J. (2024) · Oxford University Press eBooks · doi:10.1093/oso/9780192887146.003.0007
Deranty, J. (2024) · Oxford University Press eBooks · doi:10.1093/oso/9780192887146.003.0002
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Deranty, J. (2024) · Oxford University Press eBooks · doi:10.1093/oso/9780192887146.003.0011
Deranty, J. (2024) · Oxford University Press eBooks · doi:10.1093/oso/9780192887146.003.0004
Deranty, J. (2024) · Oxford University Press eBooks · doi:10.1093/oso/9780192887146.002.0003
Unlocking the Potential of Society 5.0
Behare, N., Panchbhai, A., Bhardwaj, P., Jadhav, P., Behare, S. N., Waghulkar, S., & Sharma, S. (2024) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3693-4326-5.ch006
Romero-Rubio, S. A., Becerra-Pérez, L. A., Arce, M. L. C., & Elenes, J. R. F. (2025) · Communications in computer and information science · doi:10.1007/978-3-031-83432-5_29
Revisiting Martin Buber’s Believing Humanism: Preliminary Study on Buberian Art and Technology
Hernandez, C. J. D. (2025) · Scientia - The International Journal on the Liberal Arts · doi:10.57106/scientia.v14i1.199
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Weisskopf, S., Moorthy, A. R., & Rapaccini, M. (2025) · Progress in IS · doi:10.1007/978-3-031-86958-7_13
Consumer Perceptions, Preferences, and Attitudes Regarding Broiler Chicken Catching Methods
Dutra, F. M., Binotto, E., Burbarelli, M. F. D. C., da Silva, M. C., Valentim, J. K., Caldara, F. R., Komiyama, C. M., dos Ouros, C. C., & Garcia, R. G. (2025) · Brazilian Journal of Poultry Science · doi:10.1590/1806-9061-2025-2115
A scoping review on gender bias in AI-based decision making systems
Waheed, A. (2025) · Integration of Mankind and Society · doi:10.56770/ims2025222 · Cited by 1 · see citing works
Introduction to Navigating AI in Business: Strategies and Insights Across Disciplines
Skeja, A., Sadiku-Dushi, N., Ramadani, V., Dabić, M., Valeri, M., & Keskin, G. (2025) · Contributions to management science · doi:10.1007/978-3-032-02526-5_1
Dan, X. Y., Hee, O. C., Miskon, S., & Junaidi, A. (2026) · Asia Pacific Business Review · doi:10.1080/13602381.2026.2613674
- Authors
- Clifton, J., Glasmeier, A., & Gray, M.
- Affiliations
- Universidad de Cantabria (ES)
- Massachusetts Institute of Technology (US)
- University of Cambridge (GB)
- Corresponding author
- Clifton, Judith
- Venue
- Cambridge Journal of Regions Economy and Society
- Publisher
- Oxford University Press (OUP)
- Published
- 2020-03
- Volume
- 13
- Issue
- 1
- Pages
- 3-23
- ISSN
- 1752-1378 (ISSN-L)
- 1752-1386
- OpenAlex
- W3010430764
- Cited by
- 104
- References
- 66
- Citations by year
- 2026: 8 · 2025: 16 · 2024: 35 · 2023: 15 · 2022: 11 · 2021: 13 · 2020: 5 · 2017: 1
- FWCI
- 9.35
- Type
- journal article
- Language
- en
- Open access
- green
- doi.org
- Licence
- academic.oup.com/journals/pages/open_access/funder_policies/chorus/standard_publication_model (vor)
- Locations
- Cambridge Journal of Regions Economy and Society (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Apollo (University of Cambridge) (submittedVersion)
- Apollo
- Topics
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Labor market dynamics and wage inequality
- Social Sciences › Sociology and Political Science › Digital Economy and Work Transformation
- Social Sciences › Safety Research › Ethics and Social Impacts of AI
- Keywords
- artificial intelligence, job displacement, future of work, technology and employment, management consulting, definition of artificial intelligence
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