Hinge Questions: Using AI & Examiner Reports to Decide Your Next Move in the Classroom
How I harness the insights hidden in Examiner Reports to create diagnostic hinge questions that strengthen formative assessment and inform where to pivot next.
Formative assessment helps teachers find out what students understand while there is still time to respond. It provides useful evidence to decide whether to move on, explain an idea differently or revisit a gap in understanding. Hinge questions are particularly useful because they check an essential concept at a point where the next teaching decision depends on the response. Carefully chosen answer options can reveal different misconceptions or levels of understanding, while an all-student response system provides a picture of the whole class rather than just the students who volunteer an answer. What makes the assessment formative is what I do with that evidence next: pause, adapt, reteach or move on.
At a certain point in the lesson, I want to know whether students understand the ideas they will need before moving on. Examiner reports are useful here. They identify where previous candidates struggled, gave incomplete explanations or answered a different question from the one asked. I wanted to use that feedback more deliberately in my teaching, rather than only returning to it during examination preparation.
My approach has been to use Gemini Notebook to organise the examiner feedback and turn it into hinge questions. I then use those questions in class, with mini-whiteboards, to help decide what needs revisiting before we move on.
A hinge question sits at a point where the next teaching step depends on students’ understanding. It also needs to be quick enough for every student to respond and for me to interpret the pattern of answers while I can still change the direction of the lesson. The answer options need to reveal their thinking. A wrong answer should help me identify a particular gap, rather than simply tell me that a student has made a mistake.
For this example, I will use the CCEA AS1 Carbohydrate topic. The examiner feedback I had collated highlighted difficulties such as identifying a function of carbohydrate without explaining how it works. “Carbohydrate provides energy” may correctly identify a function, but it does not explain the mechanism: carbohydrate is digested to glucose, which can then be used in cellular respiration to release energy.
That distinction gives a hinge question a clear purpose: can students connect the function to the mechanism, or do I need to teach that connection again?
I begin by giving Gemini Notebook the relevant examiner reports. The specification or teacher notes can also help establish the subtopic order and check the subject content, but I want to keep their roles clear. The examiner report identifies the reported difficulty; the teaching material helps me explain the underlying concept.
I ask Gemini Notebook to extract the misconceptions, incomplete answers and examination pitfalls, then group them under the subtopics I teach. This makes the findings easier to use at the relevant point in a lesson.
The prompt:
Using the uploaded examiner reports, identify the misconceptions, incomplete explanations and common candidate errors for [topic]. Organise them under [subtopic headings]. Give the report year, question reference where available and a source citation for each finding. Distinguish a conceptual misunderstanding from a failure to explain fully or follow the question’s command word.
I check the findings against the cited reports before using them. An incomplete examination answer does not always mean that a candidate lacks the knowledge. Sometimes the issue is applying it, explaining it or reading the question carefully. That affects the question I need to ask.
The reports give me useful possibilities to investigate, but the responses from my current class tell me whether those difficulties are present now.
The next stage is to generate the hinge questions. My format is a multiple-choice question with four answers, including examiner-reported wrong answers where the feedback supports them.
A suggested question-generation prompt is:
Generate hinge questions for [subtopic] using the checked examiner findings. Test one essential concept per question. Give four options, A–D, with one unambiguously correct answer. Include a distractor based on an examiner-reported error where possible. Label any additional distractors as proposed rather than reported. Explain the correct answer, what each wrong answer might reveal and what the teacher could revisit. Include the supporting report reference in the teacher notes. Keep the options similar in length and avoid wording clues.
I review the questions myself. Could two answers be defensible? Is the correct answer obvious because it is longer? Does the question test understanding, or just recognition of a phrase? Most importantly, would the answers help me decide what to teach next?
For carbohydrate functions, for example, I want the question to distinguish between students who recognise the term protein-sparing effect and students who can explain why adequate carbohydrate allows protein to be used for growth and repair.
Once I have checked the questions, Gemini Notebook generates the slide deck. A practical way to reproduce this is to save the approved question bank as a note, add that note as a source and use it to guide the deck. Google’s own guidance describes using an outline or note added as a source to steer slide generation.[1]
For classroom use, I recommend asking for a question slide followed by an explanation slide. This keeps the answer hidden until students have committed to a response.
A suggested deck prompt is:
Create a classroom slide deck from the approved hinge-question source. For each question, create a question slide with the stem and four clearly labelled options, A–D. Follow it with an answer slide explaining the correct answer and the examiner-reported wrong answer. Use large, readable text and a consistent layout. Keep answers and clues off the question slide. Do not introduce new questions or change the approved wording.
I check the finished deck before using it, including the answer letters and explanations. Generating the slides is part of the preparation; deciding whether they are accurate and useful requires my experience and professional judgement.
I can also ask Gemini Notebook to generate a teacher guidance sheet to accompany the quiz. This gives me a practical working document rather than leaving the diagnostic information inside the slide deck. Before the lesson, I can use it to see what each question is checking, which misconception or incomplete explanation each distractor represents, and what I might need to revisit if students select it.
The same sheet can then be downloaded and used during or after the lesson as a record. I can note which wrong answers appeared, which concepts needed reteaching and whether the follow-up question showed improved understanding. That turns the quiz into something I can use not only to inform teaching in the moment, but also to inform future planning.
A suggested prompt for the teacher guidance sheet is:
Generate a teacher guidance sheet for the approved hinge-question quiz. For each question, include the concept being assessed, the correct answer and explanation, the misconception or incomplete understanding represented by each diagnostic distractor, and a suggested teaching response. Add space for the teacher to record the responses seen in class, what was retaught, the result of any follow-up check and notes for future teaching.
In class, I display the questions and students answer using mini-whiteboards. This gives me a response from everyone, rather than relying on the students who put their hands up.
A routine I would recommend is to give thinking time, ask students to keep their answers hidden and then reveal them together. This makes the responses easier to interpret. The EEF’s guidance on checking for understanding emphasises gathering evidence from all pupils and using diagnostic answers to decide whether to pause, adapt or move on.[2]
If students select a wrong answer, I revisit the material before progressing. The selected option helps focus that explanation. Do they need the physiological mechanism explained again? Have they confused two terms? Can they identify a function but not explain it?
Rather than simply repeating the correct answer, I can work through the missing connection, use another example or model how to build a fuller explanation.
A refinement I want to build into this routine is a fresh question after reteaching. Remembering the answer I have just revealed is different from applying the idea to a new example. That second check would help me decide whether students are ready to move on.
I also record the issues that emerge, using the teacher guidance sheet as a simple record of the lesson. A useful note includes the concept, the answer students selected, what needed revisiting and what I would change next time. Any follow-up check can be recorded alongside it.
These notes give the examiner feedback a classroom context. If a difficulty appears in my class, I can plan to address it more explicitly next year, with a clearer explanation, a worked example or an earlier check for understanding.
For me, the useful role of AI is helping to turn a substantial set of examiner reports into diagnostic questions I can use at specific teaching points. But the value is not in the questions themselves. It is in what happens after students answer: identifying the gap, responding to it, checking again and carrying that information into the next lesson and the next year’s planning.
The examiner report tells me where previous candidates struggled. The hinge questions provide immediate, whole-class feedback enabling me to instantly spot misconceptions and decide whether to reteach or move on.
[2] Education Endowment Foundation, How checking for understanding can guide your teaching in the moment, 21 January 2026.
