A model that flags pupils at risk of falling behind is described as neutral because the prediction itself is just a number. What does this overlook?

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Question

A model that flags pupils at risk of falling behind is described as neutral because the prediction itself is just a number. What does this overlook?

Accepted Answer

The same prediction could direct support towards those pupils or quietly lower expectations of them — Award 1 mark. How an output is deployed is one of the stages where bias enters, and the model is identical in both cases.

Answer

Numbers cannot describe pupils accurately

Answer

The prediction will be inaccurate for pupils who change schools

Answer

Teachers are not qualified to interpret the output

Answer

The same prediction could direct support towards those pupils or quietly lower expectations of them

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