EVIDENCE
Better output is not enough. We look for better judgement.
TAM evaluates how students think, check, revise and explain—not simply whether they produce a correct answer.
THE LEARNER EVIDENCE SPINE
Five ways to make thinking visible.
A shared language for noticing what the learner understands, how their thinking develops and what they can explain independently.
- 01
Understand
Does the student grasp the problem or concept?
- 02
Reason
Can the student explain how they arrived at a view?
- 03
Check
Can the student test evidence, assumptions or AI output?
- 04
Revise
Can the student change their thinking when warranted?
- 05
Own
Can the student explain and defend the final conclusion independently?
EVIDENCE ACROSS THE LEARNING PROCESS
Follow the thinking, not only the answer.
TAM looks for evidence of how thinking changes—from an initial attempt through challenge, explanation and application in a new context.
- 01
First response
Begin with the learner’s own attempt.
- 02
Reasoning trace
Make choices and assumptions visible.
- 03
Challenge response
Notice what happens when a view is tested.
- 04
Final explanation
Hear the conclusion and its justification.
- 05
Transfer
Apply the learning in a new situation.
THREE SEPARATE QUESTIONS
Learning, facilitation and feasibility each matter.
These are assessed separately. A positive signal in one area does not answer the questions in the others.
Student Learning
Are students reasoning, checking, revising and owning their conclusions?
Facilitation
Are teachers helping students think without taking over the thinking?
Operational Sustainability
Can the school deliver reliably within real faculty, timetable and governance constraints?
WHAT IS NOT PROOF ON ITS OWN
Positive experience matters. It is not the same as evidence of learning.
Participation and feedback are useful signals. They need to sit alongside evidence of the learner’s thinking.
- Attendance alone
- Course completion alone
- Satisfaction alone
- Polished AI-assisted output alone
PILOT EVIDENCE
Inform the next decision. Do not manufacture certainty.
A pilot brings evidence and its limits into view, helping the school decide what is justified next.
- 01
Evidence
What did we observe?
- 02
Interpretation
What might the observations mean?
- 03
Limitation
What can we not yet conclude?
- 04
Recommendation
What is a proportionate next step?
- Expand
- Continue
- Adapt
- Pause
Small pilots should support bounded decisions—not be presented as proof of long-term causal impact.
WHAT SCHOOL LEADERSHIP RECEIVES
A clear view of progress—and its limits.
A concise decision summary, rather than detailed internal scoring or raw student-level evaluator notes.
Learning signals
What student reasoning, checking and revision suggest.
Faculty readiness signals
Where facilitation is confident and where support is needed.
Operational viability
How delivery fits faculty capacity and the school timetable.
Evidence limitations
What the available evidence cannot establish.
Recommended adaptations
Changes to strengthen learning and implementation.
Next-phase decision
A bounded recommendation for what should follow.