Teachers inside the design: from classroom expertise to learner experience

A lesson objective goes beyond its title

Lessons with similar titles can ask learners to recognise an idea, explain a relationship or apply it in a new setting. Teacher guides and learning objectives help interpret the activity’s purpose alongside the textbook and the question itself.

Our content research considers objectives, conceptual sequences and common difficulties. These elements help connect a question to a skill: what knowledge does it assume, and what can an answer reveal? Copying a lesson heading cannot establish that relationship.

An error starts a discussion

An incorrect answer may reflect conceptual confusion, task reading or a copied symbol. Teacher expertise helps interpret these alternatives. We connect feedback to the observed attempt and leave room for another question when the evidence cannot distinguish the causes.

Shared criteria for judging assistance

Our approach ties solution acceptance and assistance to understandable criteria: is the path valid, does it address the task, and does it leave room for a learner’s attempt? Fluent model output cannot choose those criteria on a teacher’s behalf. A mathematical method need not match the reference example to be valid.

UNESCO’s teacher framework includes a human-centred mindset, AI pedagogy and professional learning. It informs our emphasis on professional agency in the teacher–learner–tool relationship. Official framework.

Information should support classroom action

Institutional value requires more than a dashboard of indicators. Teachers should understand an observation’s basis and the action it suggests: reintroducing an idea, selecting practice or reviewing an attempt together. A broad judgement about ability needs broader evidence than a single response.

Assisted and independent attempts also need distinct interpretation. Successful practice can be encouraging without establishing what the learner can do alone. Our reporting vision therefore connects information with teacher review and another learning opportunity, rather than a fixed label.

Separate content evidence from pedagogical decisions

A teacher guide may describe an objective, a textbook may provide an example, and an attempt may reveal a difficulty. These information sources have different roles. In our design, a paragraph’s presence does not automatically determine a judgement about a learner; interpretation needs the task and what the attempt actually shows.

This gives teachers two review questions: was the explanation grounded in suitable content, and was the assistance appropriate for the activity? A source can be correct while a hint is excessive; a good conversation can use the wrong curriculum context. Reviewing both makes cooperation around quality specific and correctable.

Cooperation begins with an educational need

Useful cooperation starts with a concrete challenge: where do learners struggle, how does a teacher notice it today, and which focused experience deserves investigation? This makes discussions with schools and centres more specific than a long feature list.

We welcome teachers’ expertise in explanation methods, answer criteria and clear Arabic. Explore our feedback approach, the teacher page, or schools and institutions for cooperation.