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Academic Delivery

How to Measure Learning Gains in a Hybrid Human-AI Classroom

By the VFACE team · 2 Sept 2026 · 5 min read

Engagement dashboards are easy. Evidence that students actually learned more is harder and far more persuasive to a board.

Pick a baseline before launch

Run a short diagnostic assessment on the cohort before the pilot starts. Without it, later improvement cannot be attributed to the programme rather than to the year group.

Compare like with like

Use a comparison class or the same cohort in the previous term, and keep the assessment content aligned with the curriculum. Report effect size with the sample size so the claim can be checked.

Report to teachers first

Teachers who see mastery gaps by topic can act the same week. Aggregate results for leadership only after teachers trust the numbers.

Working through this in your organisation?

Talk to the team behind our Academic Delivery practice about what a practical first step looks like for you.