Overlearning
Continue practising past the point of correct performance — durability comes from going further. (Soderstrom & Bjork, 2015)
Session 03 · Junior School
The AI Assessment Scale and the Decision Pause as a shared language with colleagues and students. Then a workshop to redesign an existing task.
Linking back
AI has separated the ability to produce work from the ability to evaluate it. Students produce better-looking work while learning less. How do we structure AI use so students still do the cognitive work?
Two GTT D4 elements do most of the work here:
Great Teaching Toolkit · Dimension 4.5
Memory is not just a storage facility. The schemas we use to organise knowledge are the very things we think with — which is why retrieval, not recognition, is the learning.
A shared language
A scale, not a hierarchy. Different tasks need different levels. Y3–Y4 sits mostly at Levels 1–2 to protect retrieval; Y5–Y6 begins exploring Levels 2–3 with structured support.
A two-minute habit
Four questions before any AI-assisted task. From Year 3 upward; for younger students, simplified to a single prompt: "Is this something I should figure out myself first?"
GTT 4.6 (Activating) in two minutes. Connects to the metacognitive language being introduced through Digital Thinking Frames.
The workshop
Bring an existing task. In groups, work through three questions in order — don't move on until you can answer the previous one with conviction.
Question 1
Where is the intrinsic cognitive work? Which D4 elements does the task target? If the target is 4.5 (Embedding) — fluency through retrieval — AI almost always degrades the learning.
Question 2
Where does AI extend thinking beyond what is possible alone? Stretch, not shortcut. Sparring partner, counter-example generator, exemplar producer — each one pulls a different D4 element into focus.
Question 3
Resource creation, feedback at the task level, admin. Beneficial offloading of the extraneous load that doesn't belong in your week. AI handles task-level corrections; your judgement is irreplaceable for process-level feedback.
Reference card
The element your task primarily targets drives the AIAS level you choose.
Takeaways