<< Go back
Item Response Theory
![](data:image/png;base64,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)
Many people do not realise that the GAMSAT® exam is marked using a branch of psychometrics called Item Response Theory. Although this is a highly complex area of mathematics it is important for you as a candidate to appreciate the basics of what this means for your preparation.
1. Not all questions are assumed to have the same level of difficulty
2. As such not all questions carry equal weighting towards your score.
3. The probability of a correct response is a mathematical function of the person and certain parameters.
4. These could for example include general intelligence or strength of particular attitudes.
5. As such the examination can determine certain latent traits in candidates.
Understanding how this affects your approach to the examination is an important and integral part of all of our courses. If you would like to know more contact us for our full prospectus at www.gamsat.co.uk.