Create exam questions from learning objectives and calibrate them

Exam providers create exam questions for certifications and then have them calibrated using test data

Needs setupAI Act: no extra obligationsCreating documents from your own materialFurther education

Fits: Teaching & education

Draft questions with source references and reasons are created quickly from the catalogue of learning objectives and your own teaching material. After the trial, the analysis of the test data shows which questions are too easy, too difficult or misleading.

Is this for you?

  • You offer certification exams and regularly need new questions for a question pool.
  • There is a catalogue of learning objectives and your own teaching material on which the questions are based.
  • You can trial new questions in advance and analyse the results anonymously.
First step today

Take one learning objective from your catalogue and the matching section from your own teaching material. Use the template below to create three questions and check whether every correct answer really is in the material and every distractor is clearly wrong.

How to go about it

  1. Define the exam goal and question pool structure
  2. Bring together the catalogue of learning objectives and your own teaching material
  3. Have draft questions generated from the material
  4. Check questions for subject accuracy and calibrate them with test data
  5. Add questions to the pool and use them
  6. Maintain the question pool with statistics

Templates to copy

Try it now
in the training
Analyse
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Plan the rollout
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Included in the training

The complete guide

  • 6 steps explaining exactly what to do
  • 3 proven templates to copy into your own AI
  • Safe use: data, checking, deciding, informing
  • Pitfalls, effort and how to recognise success

With the training you get all 430 guides for as long as your access runs.

See the trainingOne-off per person, no subscription

Same approach, other use cases

14 more use cases follow the pattern “Creating documents from your own material”.

WB-06 · Legal status 08.10.2026