The International Journal of Technology, Innovation, and Education

ISSN: 2820 – 7521

Volume 4, 2026 – Issue 1

Responsible AI for doctoral researchers: Institutional strategies, supervision and skills in UK universities (2024–2025)

DOI: 10.5281/zenodo.18839838

Abstract

This qualitative study explores how artificial intelligence (AI) and digital technologies are reshaping postgraduate researcher (PGR) development and supervision in UK universities. Drawing on comparative case studies from institutions including University College London, Oxford, Cambridge, Manchester, Edinburgh, and King’s College London, the study examines AI-assisted writing and data analysis, digitally mediated supervision, and evolving research practices. The findings show that universities are increasingly integrating AI to support doctoral researchers’ productivity and analytical work, while introducing policies and training to safeguard academic integrity, authorship, and scholarly responsibility. At the same time, concerns emerge around academic identity, ethical AI use, and researcher development. Interpreted through digital literacy, ethical AI, and critical pedagogy perspectives, the study proposes a strategic framework for responsible and inclusive AI integration that positions AI as a support for rather than a substitute for the human scholarly journey. We analysed publicly available institutional AI policies, doctoral school guidance pages, training/workshop webpages, and related press releases (downloaded between October 2024 and January 2025). Cases were selected purposively as research-intensive UK universities with visible doctoral-level AI guidance and/or structured AI-related training.

Keywords: artificial intelligence, researcher development, doctoral training, supervision, digital literacy, academic integrity, higher education

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Research Papers

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BenMoussa, E. M. (2026). Responsible AI for doctoral researchers: Institutional strategies, supervision and skills in UK universities (2024–2025). The International Journal of Technology, Innovation, and Education, 4(1), 185–228. https://doi.org/10.5281/zenodo.18839838

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BenMoussa, Elhadj Moussa. 2026. “Responsible AI for Doctoral Researchers: Institutional Strategies, Supervision and Skills in UK Universities (2024–2025).” The International Journal of Technology, Innovation, and Education 4 (1): 185–228. https://doi.org/10.5281/zenodo.18839838.

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BenMoussa, Elhadj Moussa. “Responsible AI for Doctoral Researchers: Institutional Strategies, Supervision and Skills in UK Universities (2024–2025).” The International Journal of Technology, Innovation, and Education, vol. 4, no. 1, Feb. 2026, pp. 185–228, https://doi.org/10.5281/zenodo.18839838.

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E. M. BenMoussa, “Responsible AI for doctoral researchers: Institutional strategies, supervision and skills in UK universities (2024–2025),” The International Journal of Technology, Innovation, and Education, vol. 4, no. 1, pp. 185–228, Feb. 2026, doi: 10.5281/zenodo.18839838.

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BenMoussa, E.M. (2026) “Responsible AI for doctoral researchers: Institutional strategies, supervision and skills in UK universities (2024–2025),” The International Journal of Technology, Innovation, and Education, 4(1), pp. 185–228. Available at: https://doi.org/10.5281/zenodo.18839838.

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BenMoussa EM. Responsible AI for doctoral researchers: Institutional strategies, supervision and skills in UK universities (2024–2025). The International Journal of Technology, Innovation, and Education [Internet]. 2026 Feb 28;4(1):185–228. Available from: https://ijtie.com/wp-content/uploads/2026/02/N40147.pdf

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BenMoussa, E. M. (2026). Responsible AI for doctoral researchers: Institutional strategies, supervision and skills in UK universities (2024–2025). The International Journal of Technology, Innovation, and Education, 4(1), 185–228. https://doi.org/10.5281/zenodo.18839838

References

Almira Osmanovic-Thunström, A., & Steingrímsson, S. (2023). Does GPT-3 qualify as a co-author of a scientific paper publishable in peer-review journals according to the ICMJE criteria? A case study. Discover Artificial Intelligence, 3(12). https://doi.org/10.1007/s44163-023-00055-7

Biron, L. (2023). A-Lab combines robotic automation and AI for chemistry research. Lawrence Berkeley National Laboratory. https://www.lbl.gov

Braun, V., & Clarke, V. (2006). Using thematic analysis in psychology. Qualitative Research in Psychology, 3(2), 77–101. https://doi.org/10.1191/1478088706qp063oa

Chalmers University of Technology. (2025, May 29). In the age of AI, human interaction key to preserving academic voice. Phys.org. https://phys.org

Freire, P. (1970). Pedagogy of the oppressed. Continuum.

Holmes, W., Bialik, M., & Fadel, C. (2023). Artificial intelligence in education: Promises and implications for teaching and learning. Center for Curriculum Redesign.

King’s College London. (2023). Generative AI: Guidance for doctoral students, supervisors and examiners. King’s Doctoral College. https://www.kcl.ac.uk

Lincoln, Y. S., & Guba, E. G. (1985). Naturalistic inquiry. Sage.

Litchfield, A. (2025, October 23). Navigating AI policies for PhD students in 2025: A doctoral researcher’s guide. Thesify Blog. https://www.thesify.ai

Manchester Institute of Education. (2025, September 21). Giving students and teachers a voice in shaping AI guidelines. University of Manchester News. https://www.manchester.ac.uk

QAA. (2023). Maintaining quality and standards in the ChatGPT era. https://www.qaa.ac.uk

Selwyn, N. (2019). Should robots replace teachers? AI and the future of education. Polity.

Selwyn, N. (2024). Education and technology: Key issues and debates (3rd ed.). Bloomsbury.

Stake, R. E. (2006). Multiple case study analysis. Guilford Press.

Timmermans, S., & Tavory, I. (2012). Theory construction in qualitative research: From grounded theory to abductive analysis. Sociological Theory, 30(3), 167–186. https://doi.org/10.1177/0735275112457914

UK Council for Graduate Education. (2024). Generative AI and postgraduate research education. https://ukcge.ac.uk

UK Research and Innovation. (2023). Use of generative artificial intelligence in application preparation: Policy statement. https://www.ukri.org

University College London Doctoral School. (2023). Transparency on authorship and generative AI in doctoral research. https://www.ucl.ac.uk

University of Leeds. (2025, September 11). Partnership wins funding to enhance the use and application of AI for the PGR ecosystem. https://www.leeds.ac.uk

University of Oxford. (2024). Policy for using generative AI in research: Guidelines for researchers and professional staff. https://www.ox.ac.uk

UNESCO. (2021). Recommendation on the ethics of artificial intelligence. https://unesdoc.unesco.org

UNESCO. (2024). AI competency frameworks for students and teachers. https://www.unesco.org

Vitae. (2023). Researcher Development Framework: Digital and AI capability. https://www.vitae.ac.uk

Whitton, P. (2025). Conversations with GenAI about developing research leaders fit for the future. In K. Guccione (Ed.), REDS Conference 2024 Proceedings. https://www.researcher-development.org

About the authors
  1. Dr. ElHadj Moussa BenMoussa is a Postgraduate Research (PGR) Adviser and Doctoral Development Manager at the University of East London. He holds a PhD in English Language (TESOL & EAP) and has over a decade of international experience in academic teaching, researcher development, and postgraduate support across the UK and overseas. His work focuses on doctoral education, academic writing, research methods, and the ethical integration of digital technologies and AI in researcher development. He is particularly interested in issues of inclusion, critical pedagogy, and professional identity formation in doctoral training.
    ebenmoussa@uel.ac.uk
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DOI

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The International Journal of Technology, Innovation, and Education