Abstract
The rapid acceleration in the development of AI-in particular, generative AI-is changing the nature of work globally, with great significant for job creation, transformation, and displacement. Drawing on major studies, employer forecasts, and AI-driven evaluations, this review paper synthesizes evidence to investigate sectoral vulnerabilities to automation across different economic contexts. In doing so, it identifies professions and sectors that have emerged as particularly vulnerable to disruption by AI, with a specific focus on developments relating to generative AI since 2023. Clerical, administrative, financial, and customer service jobs are currently identified as those globally at the highest risk, while knowledge-based and creative jobs that have been considered hitherto safe are increasingly vulnerable. Conversely, occupations that are physically and emotionally demanding and unpredictable, such as health care, skilled trades, and hospitality, remain comparatively resilient. This review also explores regional variation in risks from automation, approaches to the methodological assessment of risk, and the strategic responses from employers across industries. Conclusively, this study emphasizes a set of policy recommendations targeting concerted upskilling, AI governance, and inclusive transition strategies in efforts to prevent labor markets from becoming more unequal. This systematic literature review used information obtained from peer-reviewed journals, policy reports, and organizational datasets published between 2013 and 2025. Altogether, 52 studies were thematically analyzed and comparatively mapped across sectors in line with predetermined inclusion criteria targeted at AI-driven automation and workforce vulnerability across sectors.
References
- Adhikari, Prakash. "Exploring the Nexus between Artificial Intelligence and Job Displacement: A Literature Review." Journal of National Development 37, no. 1 (2024): 1-13.
- Soueidan, Mohamad Hasan, and Rodwan Shoghari. "The Impact of artificial intelligence on job loss: risks for governments." Technium Soc. Sci. J. 57 (2024): 206.
- Chhibber, Sugandha, S. R. Rajkumar, and Sandun Dassanayake. "Will Artificial Intelligence Reshape the Global Workforce by 2030? A Cross-Sectoral Analysis of Job Displacement and Transformation." Blockchain, Artificial Intelligence, and Future Research 1, no. 1 (2025): 35-51
- Singh, Ajit. "Future of Jobs Prospect through Artificial Intelligence by 2030." Available at SSRN 5213331 (2025).
- Frey, Carl Benedikt, and Michael A. Osborne. "The future of employment: How susceptible are jobs to computerisation?." Technological forecasting and social change 114 (2017): 254-280.
- Frey, Carl Benedikt, and Michael A. Osborne. "The future of employment: How susceptible are jobs to computerisation?." Technological forecasting and social change 114 (2017): 254-280.
- Frey, Carl Benedikt, and Michael A. Osborne. "The future of employment: How susceptible are jobs to computerisation?." Technological forecasting and social change 114 (2017): 254-280.
- Felten, Edward W., Manav Raj, and Robert Seamans. "Occupational heterogeneity in exposure to generative AI." Available at SSRN 4414065 (2023).
- Dwivedi, Yogesh K., Nir Kshetri, Laurie Hughes, Emma Louise Slade, Anand Jeyaraj, Arpan Kumar Kar, Abdullah M. Baabdullah et al. "“So what if ChatGPT wrote it?” Multidisciplinary perspectives on opportunities, challenges and implications of generative conversational AI for research, practice and policy." International Journal of Information Management 71 (2023): 102642.
- Eloundou, Tyna, Sam Manning, Pamela Mishkin, and Daniel Rock. "Gpts are gpts: An early look at the labor market impact potential of large language models." arXiv preprint arXiv:2303.10130 10 (2023).
- Kelly, J. (2025, April 25) ’The jobs that will fall first as AI takes over the workplace’, Forbes. https://www.forbes.com/sites/jackkelly/2025/04/25/the-jobs-that-will-fall-first-as-ai-takes-over-the-workplace/
- Gmyrek, Paweł, Christoph Lutz, and Gemma Newlands. "A technological construction of society: Comparing GPT‐4 and human respondents for occupational evaluation in the UK." British Journal of Industrial Relations 63, no. 1 (2025): 180-208.
- OECD. "Putting faces to the jobs at risk of automation. Policy brief on the future of work." (2018).
- Davenport, Thomas, and Ravi Kalakota. "The potential for artificial intelligence in healthcare." Future healthcare journal 6, no. 2 (2019): 94-98.
- Eloundou, Tyna, Sam Manning, Pamela Mishkin, and Daniel Rock. "GPTs are GPTs: Labor market impact potential of LLMs." Science 384, no. 6702 (2024): 1306-1308.
- Pavithran, L. (2025) ’LinkedIn unveils skills on the rise 2025: 15 must-have skills for the future’, Gulf News.
- Autor, David H., Frank Levy, and Richard J. Murnane. "The skill content of recent technological change: An empirical exploration." The Quarterly journal of economics 118, no. 4 (2003): 1279-1333.
- Acemoglu, Daron, and David Autor. "Skills, tasks and technologies: Implications for employment and earnings." In Handbook of labor economics, vol. 4, pp. 1043-1171. Elsevier, 2011.
- Autor, David H., Lawrence F. Katz, and Melissa S. Kearney. "The polarization of the US labor market." American economic review 96, no. 2 (2006): 189-194.
- Arntz, Melanie, Terry Gregory, and Ulrich Zierahn. "The risk of automation for jobs in OECD countries: A comparative analysis." (2016).
- Autor, David H., Frank Levy, and Richard J. Murnane. "The skill content of recent technological change: An empirical exploration." The Quarterly journal of economics 118, no. 4 (2003): 1279-1333.
- Autor, David H., and David Dorn. "The growth of low-skill service jobs and the polarization of the US labor market." American economic review 103, no. 5 (2013): 1553-1597.
- Erik Brynjolfsson, Danielle Li, Lindsey Raymond, Generative AI at Work, The Quarterly Journal of Economics, Volume 140, Issue 2, May 2025, Pages 889–942, https://doi.org/10.1093/qje/qjae044.
- Aydın,x Ömer, and Enis Karaarslan. "OpenAI ChatGPT generated literature review: Digital twin in healthcare." Aydın, Ö., Karaarslan, E. (2022). OpenAI ChatGPT Generated Literature Review: Digital Twin in Healthcare. In Ö. Aydın (Ed.), Emerging Computer Technologies 2 (2022): 22-31.
- Jadhav, R. D., and A. Banubakode. "The implications of artificial intelligence on the employment sector." International Journal For Multidisciplinary Research 6, no. 3 (2024).
- Xu, Dawei, Haoran Yang, Marian-Andrei Rizoiu, and Guandong Xu. "From occupations to tasks: a new perspective on automatability prediction using BERT." In 2023 10th International Conference on Behavioural and Social Computing (BESC), pp. 1-7. IEEE, 2023.
- Pant, Dipendra, Santosh Bhattarai, and Sanjaya Poudel. "Smart care: Body area sensor network conceptual architecture for elderly and non-critical patient care." International Journal of Advanced Networking and Applications 12, no. 5 (2021): 4706-4713.
- Faishal, Mohd, Saju Mathew, Kelengol Neikha, Khriemenuo Pusa, and Tonoli Zhimomi. "The future of work: AI, automation, and the changing dynamics of developed economies." World Journal of Advanced Research and Reviews 18, no. 3 (2023): 620-629.
- Coombs, Crispin, Donald Hislop, Stanimira K. Taneva, and Sarah Barnard. "The strategic impacts of Intelligent Automation for knowledge and service work: An interdisciplinary review." The Journal of Strategic Information Systems 29, no. 4 (2020): 101600.
- Acemoglu, Daron, and Pascual Restrepo. "Artificial intelligence, automation, and work." In The economics of artificial intelligence: An agenda, pp. 197-236. University of Chicago Press, 2018.
- Paolillo, Antonio, Fabrizio Colella, Nicola Nosengo, Fabrizio Schiano, William Stewart, Davide Zambrano, Isabelle Chappuis, Rafael Lalive, and Dario Floreano. "How to compete with robots by assessing job automation risks and resilient alternatives." Science robotics 7, no. 65 (2022): eabg5561.
- World Economic Forum. (2023). The future of jobs report 2023. Retrieved from https://www.weforum.org/publications/the-future-of-jobs-report-2023/ , Accessed: August 2025.
- Goldman Sachs (2023) ‘Generative AI could raise global GDP by 7%’, Goldman Sachs. Available at: https://www.goldmansachs.com/insights/articles/generative-ai-could-raise-global-gdp-by-7-percent.
- International Labour Organization (2023) Generative AI and Jobs: A global analysis of potential effects on job quantity and quality. Available at: https://www.ilo.org/meetings-and-events/generative-ai-and-jobs-global-analysis-potential-effects-job-quantity-and.
- OECD, 2018. Putting faces to the jobs at risk of automation. Policy Brief on the Future of Work. Available at: https://www.oecd.org/employment/Automation-policy-brief-2018.pdf
- Statistics, U. S. B. O. L. "Occupational employment and wage statistics." Division of Occupational Employment and Wage Statistics (2020): 53-0000
- Pechuan, P. (2022) How a local paper in Argentina uses AI to publish hundreds of sports pieces a month. Reuters Institute for the Study of Journalism. Available at: https://reutersinstitute.politics.ox.ac.uk/news/how-local-paper-argentina-uses-ai-publish-hundreds-sports-pieces-month
- Lau, Sam, and Philip Guo. "From" Ban it till we understand it" to" Resistance is futile": How university programming instructors plan to adapt as more students use AI code generation and explanation tools such as ChatGPT and GitHub Copilot." In Proceedings of the 2023 ACM Conference on International Computing Education Research-Volume 1, pp. 106-121. 2023.
- Tran, B. (2025) ‘Manufacturing Job Impact: How Many Roles Are Being Replaced?’, PatentPC. Available at: https://patentpc.com/blog/manufacturing-job-impact-how-many-roles-are-being-replaced.
- Atkinson, R.D. (2024) ‘China is rapidly becoming a leading innovator in advanced industries’, Information Technology and Innovation Foundation (ITIF). Available at: https://itif.org/publications/2024/09/16/china-is-rapidly-becoming-a-leading-innovator-in-advanced-industries/.
- Bathla, Gourav, Kishor Bhadane, Rahul Kumar Singh, Rajneesh Kumar, Rajanikanth Aluvalu, Rajalakshmi Krishnamurthi, Adarsh Kumar, R. N. Thakur, and Shakila Basheer. "Autonomous vehicles and intelligent automation: Applications, challenges, and opportunities." Mobile Information Systems 2022, no. 1 (2022): 7632892.
- Nottingham, D. (2024) ‘Will automation take over the trucking industry?’, Advanced-Trucking.net. Available at: https://advancedtrucking.net/will-automation-take-over-the-trucking-industry/.
- Davenport, Thomas, and Ravi Kalakota. "The potential for artificial intelligence in healthcare." Future healthcare journal 6, no. 2 (2019): 94-98.
- Mehdi, Tahsin, and René Morissette. Experimental estimates of potential artificial intelligence occupational exposure in Canada. Statistics Canada= Statistique Canada, 2024.
- Li, Hong, Tao Xue, Aijia Zhang, Xuexing Luo, Lingqi Kong, and Guanghui Huang. "The application and impact of artificial intelligence technology in graphic design: A critical interpretive synthesis." Heliyon 10, no. 21 (2024).
- Marr, B. (2024) ‘How generative AI will change the jobs of artists and designers’, Forbes. Available at: https://www.forbes.com/sites/bernardmarr/2024/05/28/how-generative-ai-will-change-the-jobs-of-artists-and-designers/.
- Marr, B. (2025) ‘New study reveals true AI capabilities and job replacement risk’, Forbes. Available at: https://www.forbes.com/sites/bernardmarr/2025/06/04/new-study-reveals-true-ai-capabilities-and-job-replacement-risk/.
- Upwork Team (2025) ‘Will AI replace graphic designers? What freelancers and clients should know in 2025’, Upwork. Available at: https://www.upwork.com/resources/will-ai-replace-graphic-designers.
- Muro, M., Maxim, R. and Whiton, J. (2019) ‘Automation and Artificial Intelligence: How machines are affecting people and places’, Metropolitan Policy Program, The Brookings Institution, Washington, D.C. Available at: https://www.brookings.edu/wp-content/uploads/2019/01/ES_2019.01_BrookingsMetro_Automation AI_Report_Muro
- Hazàn, E., Van Velthoven, T. and Smit, S. (2024) ‘A new future of work: The race to deploy AI and raise skills in Europe and beyond’, McKinsey Global Institute. Available at: https://www.mckinsey.com/mgi/our-research/a-new-future-of-work-the-race-to-deploy-ai-and-raise-skills-in-europe-and-beyond.
- Institute for Public Policy Research (IPPR) (2024) ‘Up to eight million UK jobs at risk from AI unless government acts: findings from IPPR’, Institute for Public Policy Research. Available at: https://www.ippr.org/media-office/up-to-8-million-uk-jobs-at-risk-from-ai-unless-government-acts-finds-ippr.
- Magesh, V., Surani, F., Dahl, M., Suzgun, M., Manning, C.D. and Ho, D.E. (2024) ‘AI on Trial: Legal Models Hallucinate in 1 out of 6 (or More) Benchmarking Queries’, Stanford University: Human Centered Artificial Intelligence (HAI), 23 May. Available at: https://hai.stanford.edu/news/ai-trial-legal-models-hallucinate-1-out-6-or-more-benchmarking-queries.
- World Economic Forum (2025) The Future of Jobs Report 2025: Digest. Available at: https://www.weforum.org/publications/the-future-of-jobs-report-2025/digest/.
- OCED (2021). OECD Studies on SMEs and Entrepreneurship The Digital Transformation of SMEs. [online] OECD Studies on SMEs and Entrepreneurship. Available at: https://www.oecd.org/content/dam/oecd/en/publications/reports/2021/02/the-digital-transformation-of-smes_ec3163f5/bdb9256a-en.pdf?utm_source=chatgpt.com [Accessed Aug. 2025].
- Quach, K. (2023). Generative AI won’t steal your job, just change it, says UN. [online] Theregister.com. Available at: https://www.theregister.com/2023/08/23/ilo_ai_jobs_impact_study/ [Accessed 14 Nov. 2025].
- Harrington, S. (2025). What ILO’s Global Index tells us about GenAI and jobs | The People Space. [online] Thepeoplespace.com. Available at: https://www.thepeoplespace.com/ideas/articles/what-ilos-global-index-tells-us-about-genai-and-jobs [Accessed 14 Nov. 2025].
- Bridging the AI skills gap: Is training keeping up? (2025). Available at: https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/04/bridging-the-ai-skills-gap_b43c7c4a/66d0702e-en.pdf.
- www.moe.gov.sg. (n.d.). Effectiveness of SkillsFuture Singapore training programmes. [online] Available at: https://www.moe.gov.sg/news/parliamentary-replies/20230509-effectiveness-of-skillsfuture-singapore-ssg-funded-training-programmes-in-supporting-disrupted-workers-to-reskill-or-upskill-and-find-employment.
- Bertelsmann Stiftung (2024). SGI 2024 | Sustainable Policymaking | Economic Sustainability | Adaptive Labor Markets | Policies Targeting an Adaptive Labor Market. [online] Sgi-network.org. Available at: https://www.sgi-network.org/2024/Sustainable_Policymaking/Economic_Sustainability/Adaptive_Labor_Markets/Policies_Targeting_an_Adaptive_Labor_Market [Accessed 14 Nov. 2025].
- Goldman Sachs (2023). Generative AI could raise global GDP by 7%. [online] Goldman Sachs. Available at: https://www.goldmansachs.com/insights/articles/generative-ai-could-raise-global-gdp-by-7-percent.
