Most of us collect far more assessment data than we ever use. Pass rates tell you the ending. Item performance, candidate behaviour and timing tell you the story. Why the most expensive assessment data is the data that never reaches a decision.
Pass rates and grades are the headlines, but the real story sits behind them. With the World Cup fresh in the memory, Robbie Burns looks at what assessment can borrow from football’s data revolution, and why “why” beats “what” every time.
Every goal counts. But should every goal count equally? The World Cup stat-padding debate has a surprising amount to teach anyone who works with pass rates, score distributions and dashboards, starting with an uncomfortable truth: numbers rarely settle an argument. They start one.
Every assessment generates valuable evidence, but finding the story behind the numbers isn’t always straightforward. Cirrus Data & Insights gives assessment teams the tools to
We collect assessment data, slice it and present it in increasingly sophisticated reports. But are we using it to improve the future, or just to reassure ourselves the past was fine? Here’s why the best assessment organisations treat data as a decision-making tool, not a reporting ritual.
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