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Remote testing monitored by AI is failing the students forced to undergo it

An opinion piece in which examples are given of students who have been highly disadvantaged by exam software, including a muslim woman forced to remove her hijab by software, in order to prove she is not hiding anything behind it.

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Exams that use facial recognition may be ‘fair’ – but they’re also intrusive

News article which argues that whilst AI facial recognition during exams might be fair, it is both an invasion of privacy and is at risk of bringing unwarranted biases.

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In Hong Kong, this AI Reads children’s emotions as they learn…

Facial recognition AI, combined with other AI assessment, is used to spot how children are performing and boost their performance. However, there is concern that it may not work so well for students with non-Chinese ethnicities who were not part of the training data.

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Inbuilt biases and the problem of algorithms

This article details the algorithm used to inform A Level results for students who could not take exams due to the 2020 pandemic. The algorithm took into account the postcode of the student, which meant that students from lower income areas were more likely to have their grade reduced whilst students in high-income areas were […]

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Algorithms can drive inequality. Just look at Britain’s school exam chaos

An outcry over alleged algorithmic bias against pupils from more disadvantaged backgrounds has now left teenagers and experts alike calling for greater scrutiny of the technology.

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Postcode or performance: How the A Level results of 2020 exposed a broken system

Case study explaining algorithm bias inherent in grade prediction for A Level students. Demonstrates the physical impact AI can have, if not scrutinised for bias.

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The problem with algorithms: magnifying misbehaviour

This news example gives an example of bias present in an algorithm governing the first round of admissions into a medical university. The data used to define the algorithms output showed bias against both females and people with non-European-looking names.

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Mary Madden on Algorithmic Bias in College Admissions

A good introductory video to the use of AI in college admissions. Questioning at what point it is acceptable to completely remove the human oversight in admissions.

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