Adaptive teaching is often presented as a straightforward improvement to classroom practice. Pay attention, respond to what pupils need, and adjust your teaching accordingly. On paper, it makes perfect sense. In reality, many teachers find adaptive teaching far harder to sustain than CPD sessions suggest.
I was in a CPD session on adaptive teaching recently, genuinely nodding along. The research was solid. The principles made sense. It was the kind of session where you think, yes, this is the practice that actually makes a difference.
And still, I could already hear the eye-rolls that would follow in staffrooms later that day.
Not because teachers do not care, or because they don’t understand good teaching. But because many of them have sat through enough initiatives to recognise the pattern. A strong idea gets introduced, the language shifts, and the burden quietly lands back on classroom teachers to make it work inside a system that has not changed.
That is why adaptive teaching can feel so frustrating.
The idea itself is not the problem. The problem is that teachers are being asked to work in responsive, non-linear ways while still being judged through rigid, linear systems. Until we name that tension properly, adaptive teaching risks becoming one more thing teachers feel they are failing at, when in reality they are responding intelligently to a job that was never meant to run in straight lines.
BLUF
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Adaptive teaching is not the problem. The system it sits inside is.
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Schools ask teachers to use professional judgement in real time while still measuring success through fixed, linear accountability tools.
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That mismatch creates over-planning, time anxiety, and the feeling that responsive teaching is somehow poor teaching.
We know adaptive teaching makes sense
At its heart, adaptive teaching asks something simple and sensible of us: pay attention to what is actually happening in front of you, then respond.
It means noticing who is stuck, who is ready to move on, who needs another explanation, who needs less scaffolding, and who needs a different route into the learning. It means treating unexpected responses as useful information rather than evidence that the lesson has somehow gone wrong.
Anne-Laure Le Cunff’s work on non-linear growth gives useful language for this. Her argument is that when people try to navigate a non-linear reality using linear goals, the result is often overwhelm rather than progress. For teachers, that should sound uncomfortably familiar.
A classroom is non-linear by nature. Thirty students. Different starting points. Different home lives. Different levels of confidence, focus, anxiety and prior knowledge. You can plan carefully and still find that the actual lesson moves in a different direction the moment it begins.
That is not a flaw in teaching. That is teaching.
Why adaptive teaching feels so hard in schools
Because the system is rarely measuring your capacity to adapt. It is measuring whether the numbers came out right.
Predicted grades. Progress data. Flight paths. League tables. These are linear tools. They assume a relatively straight path from input to outcome. They imply that if you do the right things in the right order, the result should follow neatly behind.
But student learning does not work like that.
When teachers are judged against rigid linear metrics while being asked to teach responsively, any genuine moment of professional adaptation can start to feel like a risk. You change direction because the class needs it. You slow down because the concept has not landed. You take a different route because the planned one is not working. And instead of seeing that as evidence of skilled teaching, you find yourself wondering how it will look in the data.
That dissonance is exhausting.
What classroom data made me notice about adaptive teaching
I teach D&T, and something in our department data has been nagging at me for a while.
In my subject, the playing field can level in ways that are less visible elsewhere in school. Some SEND pupils and some students with lower prior attainment do better than predicted when the task is open-ended, practical and iterative. Meanwhile, high prior attainers, students who perform strongly across much of the curriculum, can find those same tasks surprisingly difficult.
I noticed it most clearly during an open-ended making task. No single right answer. No neat sequence to follow. Just materials, a brief, and space to figure something out.
Some of the students who usually thrive in highly structured academic settings froze. They wanted to know the right way. The expected route. The thing that would get full marks. Without that script, they became hesitant.
At the same time, the students who are more often described through what they can’t do became absorbed. They experimented. They iterated. They made interesting decisions. They got somewhere because the task allowed them to think in a way that felt more natural to them.
That does not mean one group is more able than another. It means the conditions of the task matter.
Over time, many high-attaining students become very good at succeeding within linear systems. They learn how to identify what is wanted, reproduce it accurately, and avoid unnecessary risk. That is a useful school skill. It gets rewarded constantly. But when the task removes the script, uncertainty can feel threatening rather than energising.
Some SEND pupils and some students with lower prior attainment have not been rewarded by that script in the same way. So when a task invites experimentation, iteration, practical problem-solving or lateral thinking, different strengths start to show up.
That is one reason adaptive teaching matters so much.
If we only ever measure achievement through tightly controlled, linear conditions, we are not measuring ability in any full sense. We are measuring how well students have learned to perform within one particular set of rules.
The over-planning trap in adaptive teaching
When people feel they are losing control in an unpredictable environment, they often respond by gripping harder where control still seems possible.
For teachers, that can look like over-planning.
More slides. More contingency tasks. More colour-coded support. More detailed scaffolding. More marking. More attempts to predict every possible misunderstanding in advance. The logic is understandable: if I can just plan well enough, thoroughly enough, carefully enough, maybe I can force the lesson to stay on track.
But classrooms are made of human beings, not controllable inputs.
You cannot eliminate uncertainty from teaching by working longer hours. You cannot pre-empt every response, mood, misconception or wobble. At a certain point, more planning stops being preparation and starts being self-protection.
That is where burnout creeps in.
Not because teachers are weak, but because the system keeps implying that unpredictable outcomes must be the result of insufficient control.
Why adaptive teaching needs time and mental space
There is another reason adaptive teaching can feel impossible: it requires thought, and thought needs space.
Real reflection is not a spare five minutes of admin time relabelled as professional development. It is the process of noticing what happened, making sense of it, and deciding what that changes next.
Le Cunff draws a useful distinction between two ideas of time: Kronos and Kairos.
Kronos is clock time. The measurable kind. Timetables, bells, deadlines, data drops, meetings, reporting points. Schools are built on Kronos.
Kairos is different. It is the quality of time you need to think properly. The absorbed, reflective, meaning-making kind of time where good judgement develops.
Adaptive teaching needs Kairos time. Most schools offer Kronos time and call it reflection.
That matters because without mental space, teachers cannot meaningfully adapt. They can only react. And when every day is crowded by deadlines, cover, emails, marking and behaviour follow-up, even strong practitioners can lose the capacity to notice patterns and respond well.
The issue is not just time on paper. It is cognitive space.
What would actually help teachers use adaptive teaching well
This is the point where most articles drift into vague encouragement. I do not think that is enough. If schools want adaptive teaching to be more than a slogan, support needs to be honest about the conditions teachers are working in.
Name the contradiction
If you lead a department, one of the most useful things you can do is say the quiet part out loud.
We are being asked to respond to the reality in front of us, and we are also being measured through fixed outcomes. Both things are true.
That does not solve the tension, but it does stop teachers internalising it as personal failure.
Protect small pockets of reflective space
You do not need a grand system. You need a repeatable habit.
That might be ten minutes after a lesson to note what surprised you. A short department conversation after an assessment point. One standing question at the end of the week: what did we notice, and what does it change?
Small pockets of reflection are still worth protecting. Without them, adaptive teaching becomes another ideal people admire but cannot sustain.
Adaptive teaching needs better evidence than spreadsheets alone
One of the problems here is that schools often recognise only the kind of evidence that fits neatly into a tracking system.
But adaptive teaching leaves other traces.
- A pupil who was stuck and is now unstuck.
- A class that needed a different explanation and got one.
- A practical task that revealed strengths the written task had hidden.
- A lesson that went off-plan but produced richer thinking than the original sequence would have done.
Those things matter.
They may not always show up immediately in a data point, but they are still evidence of quality teaching. If we ignore them because they do not fit the spreadsheet neatly, we train teachers to distrust some of their most important professional instincts.
Resist the fantasy of full control
If you notice yourself planning in ever-greater detail because uncertainty feels threatening, pause there.
That is often the moment where useful preparation tips into compensatory control.
The answer is rarely to do more. It is usually to plan enough, teach attentively, and leave room for professional judgement. Adaptive teaching cannot be fully pre-planned into existence because the whole point is that you respond to what emerges.
That requires trust.
Not blind trust, or vague optimism. Professional trust in your ability to notice, interpret and adjust.
What schools need if they want adaptive teaching to work
Individual teachers adapting their practice matters. But there are limits to what individuals can carry inside a contradictory system.
If schools genuinely want adaptive teaching, they need accountability systems that can tolerate non-linear progress. They need evaluation frameworks that recognise responsiveness as a strength, not a deviation. They need CPD that creates thinking space rather than simply layering another expectation onto already stretched staff.
Until then, the most useful shift many teachers can make is this:
Stop treating professional adaptation as evidence that your planning failed.
Very often, it is evidence that your teaching is working.
The student in front of you is not a line on a graph. They are a person in a moment, trying to make sense of something difficult. Meeting them where they actually are, rather than where a spreadsheet predicted they should be, is not a compromise.
It is good teaching.
One thing to try next lesson
Before your next planning session, write down two or three things that genuinely surprised you in lessons last week.
Not problems. Not failures. Surprises.
Moments where the reality of the room diverged from your expectation.
Then ask yourself one question:
What does that tell me that the data does not?
That is adaptive teaching. Not a buzzword. Not a new initiative. A professional muscle many teachers are already using every day, often without enough recognition.
A quieter way forward
The answer to a non-linear profession is not usually a dramatic overhaul. More often, it is a small, defensible shift you can actually test in a real classroom.
That is the pace we work at inside PPA Buddy. Not transforming your practice overnight. Just running one quiet pilot at a time, noticing what changes, and building from there.
If that sounds like your kind of professional development, you’d be very welcome.
Further reading
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Anne-Laure Le Cunff on non-linear growth and Kairos time at Ness Labs
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Tom Sherrington on adaptive teaching and responsive instruction
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Education Endowment Foundation guidance on adaptive teaching