Plan from evidence, not habit

Group by learning behaviour, then rotate

Run fast feedback loops, not heavy grading

Catch disengagement early and respond fast

Build inclusion into the core lesson

Assess what matters, then show growth

Practise data hygiene and stay transparent

There was a time when a teacher’s only “dashboard” was the mark book. Today, in many schools across the country, that dashboard glows on an AI PC — filled with graphs, alerts, and small data signals that map how each student learns. These systems don’t replace intuition; they strengthen it. Classrooms that once relied purely on instinct now run on insight, powered by data dashboards and AI-driven tools that help teachers see patterns invisible to the naked eye.The purpose isn’t automation; i

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