By Chris Calder, AI Education Consultant | Meta Pedagogy
Guides & ResearchAI in Schools: Guides and Research for School Leaders
Schools are making AI decisions right now, on policy, safeguarding, procurement, staff training and student use, often without the evidence or frameworks to get them right. These guides are written for headteachers, DSLs and senior leaders who need clear, specific answers grounded in statutory guidance, research and classroom experience. Every piece references named sources and paragraph numbers where they apply.
Safeguarding and Compliance
What KCSIE 2026 Says About AI
Every AI reference in the final KCSIE 2026 document with verified paragraph numbers. What it means for safeguarding policy, filtering, staff training and curriculum, and one significant gap the DfE has left unaddressed. Click here to read the article.
AI Policy Gaps in Schools: Where Most Policies Fall Short
Most school AI policies have gaps that create compliance risk. Where DfE guidance falls short and what your policy needs to cover to satisfy Ofsted, governors and safeguarding requirements. Click here to read the article.
Safe Staff Use of AI: Data Protection and GDPR
What staff can and cannot enter into AI tools, why personal subscriptions are a data protection risk and what your acceptable use policy needs to cover for AI under UK GDPR and KCSIE 2026. Click here to read the article.
Strategy and Implementation
What an AI Lead Actually Needs
Schools are appointing AI leads with no time, no budget and no authority. What the role requires to be effective, what it should not be and how to build a working group around it. Click here to read the article.
How to Run an AI INSET That Staff Will Actually Use
Why most AI training fails, how to structure sessions for active use rather than passive watching, how to handle resistant staff honestly and why safeguarding must be part of every AI INSET. Click here to read the article.
Choosing AI Tools for Your School: Three Questions Before You Buy
Three due diligence questions every headteacher should ask before purchasing an AI tool: where does the data go, what does the evidence say about impact and does this replace thinking or support it. Click here to read the article.
The Unspoken AI Gap in Schools
Nine in ten teachers use AI. Nine per cent of leaders have a strategy. What that gap looks like across safeguarding, data protection, academic integrity, staff confidence and procurement, and what the schools closing it did differently. Click here to read the article.
AI in the Classroom
Should Schools Ban AI?
The answer depends on whether students are using AI to think or to avoid thinking. The thinking vs churning distinction, why bans fail, why open access fails too and how the Cognitive Debt Framework provides a structure for getting this right. Click here to read the article.
Do AI Detection Tools Work? What UK Schools Need to Know
AI detection tools wrongly flag 15-50% of student work. Ofqual says they are unfit for assessment decisions. What the evidence shows and what schools should do instead. Click here to read the article.
Does AI Improve Learning? What the Evidence Actually Shows
A review of the evidence on AI in UK schools. What works, what does not and what remains unproven. Click here to read the article.
AI Literacy Curriculum for KS3: What to Teach and How
What an AI literacy curriculum should cover at KS3. A progressive three-year framework for technical understanding, ethics, bias and active citizenship. Click here to read the article.
Wider Research
Social Media and Student Mental Health: What the Evidence Says
What the research says about social media and student mental health. A review of the evidence schools need for policy decisions. Click here to read the article.
Closing the Opportunity Gap: What Thomas Telford’s Model Shows
How can schools close opportunity gaps without relying on parental engagement? Evidence from Thomas Telford’s 30-year model of structured provision. Click here to read the article.
Is School Harming Young People? What the Research Says
What the research says about wellbeing, pressure and systemic harm in UK education. Click here to read the article.
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