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Developing an evaluation framework for large-language model careers advice

Careers advice is a critical component of UK education and work transitions, particularly for disadvantaged groups. Around 33% of students currently use Large language model (LLM) tools for guidance, but policy makers, service managers, and practitioners lack evidence on how well they perform.

A new project, led by IER鈥檚 Associate Professor Peter Dickinson and funded by the Nuffield Foundation, will address this evidence gap. The project will develop and pilot a framework to evaluate LLM-powered careers advice tools against a human adviser baseline. Further education students and advisors from college around the UK will take part. The advisory group, chaired by Huw Morris, University College London, met in-person at IER this month, bringing a wealth of experience from the Higher Education and Skills sector.

Mon 03 Aug 2026, 12:00 | Tags: careers guidance artificial intelligence news

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