THE LEARNING LAB
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Research, methods and fresh perspectives to understand learning, build autonomy and help education evolve.
Published articles
The Cognitive Effort Budget: Which Thinking Should Students Do Before, During and After AI Support?
A cognitive effort budget helps educators decide which mental operations students must retain, which can be scaffolded or shared with AI, and which routine steps may be delegated.