Data in Schools Melbourne 2026

Almost a decade of sitting with school leaders across HSC, VCE, QCE, and the IB has taught us one thing above all: the most powerful analytical tool in a school is a well-formed question. AAS's PSAM (Post Secondary Academic Measure) was shaped not by data scientists alone, but by principals and heads of department who became more curious the more they understood — and whose questions, in turn, made the platform smarter.
 
In this 15-minute session we offer a window into that decade-long dialogue: how human conversation and rigorous statistical modelling grew together, and what it means now that AI has entered the room. The central tension is this — AI-assisted analytics can scale insight, but they also scale misinterpretation. A system that generates confident, declarative statements without the contextual knowledge behind the figures is a system that can mislead as easily as it illuminates. We'll share how PSAM is integrating AI-assisted insights in a way that preserves — rather than replaces — the human judgement that has always been at its core.
 
If you want to explore the full methodology, the data models, and the consultation approach in depth, join our 60-minute session this afternoon