AI learning needs judgement as well as tool fluency

Learning & Skills · Source published 3 September 2024

Multinational professionals learning applied AI

Research signal

UNESCO launched AI competency frameworks for students and teachers in September 2024, bringing knowledge, skills and values into the learning discussion.

Source: UNESCO — AI competency frameworks for students and teachers · 3 September 2024.

Event Systematic perspective

The workplace application is straightforward: a useful AI course should teach people how to question an output, not merely obtain one. For a professional learner, competence includes knowing what evidence is missing, recognising the limits of a model and explaining why a particular answer is appropriate for the situation.

A training provider can turn this into an assessed exercise. Give learners an AI-generated proposal containing an unsupported figure and a plausible but irrelevant recommendation. Ask them to identify both issues, locate a reliable source and produce a corrected version. The exercise rewards understanding and judgement rather than memorised prompts.

Put it into practice

  • Set separate learning outcomes for using a tool, evaluating an answer and explaining a decision.
  • Provide multilingual examples without assuming that fluent English equals stronger professional judgement.
  • Keep a portfolio of corrected work so learners can demonstrate improvement beyond attendance.

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