A risk register turns vague worry into something manageable. For AI in primary schools, most settings find five to eight risks cover the vast majority of real situations β€” you don't need fifty rows to look thorough.

Risks worth registering

  • Staff entering identifiable pupil data into a public AI tool
  • Inaccurate AI-generated content reaching parents or pupils unchecked
  • Pupils accessing unfiltered AI tools outside of supervised use
  • Over-reliance reducing staff's own subject or pedagogical judgement
  • Inconsistent use across the school undermining a consistent pupil experience
  • A paid AI tool being procured without a data protection impact assessment

How to score them

Use the same likelihood/impact scoring your school already uses for health and safety or safeguarding risk assessments β€” there's no need to invent a new scale. What matters more than the scoring method is that each risk has an owner, a mitigation, and a review date.

A worked example

Take "staff entering identifiable pupil data into a public AI tool." Likelihood: medium, if no training has happened yet. Impact: high, given the data protection implications. Mitigation: staff briefing plus a one-page do/don't guide, reviewed termly. Owner: DSL or data protection lead. That's a complete risk register row β€” repeat the pattern for each risk on your list.

Reviewing it

Bring the register back at least termly, or sooner if a new tool is introduced school-wide. A stale risk register that hasn't been touched since it was written is arguably worse than not having one, because it creates a false sense of assurance.

Worth knowing: Baselining risk is the first thing AskColin does on a free site visit β€” mapping where staff time goes and where AI could introduce risk, before any training begins. Request a free visit β†’

Key takeaways

  • Five to eight risks usually cover the real exposure for a primary school.
  • Every risk needs an owner, a mitigation, and a review date.
  • Review at least termly β€” a stale register is worse than none at all.