Proctoring software uses fudge-factor for dark skinned students to adjust their suspicion score

Respondus, a vendor of online proctoring software, has been granted a patent for their “systems and methods for assessing data collected by automated proctoring.” The patent shows that their example method for calculating a risk score is adjusted on the basis of people’s skin colour.

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Al Jazeera asks: Can AI eliminate human bias or does it perpetuate it?

In its online series of digital dilemmas, Al Jazeera takes a look at AI in relation to social inequities. Loyal readers of this newsletter will recognise many of the examples they touch on, like how Stable Diffusion exacerbates and amplifies racial and gender disparities or the Dutch childcare benefits scandal.

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Dutch police used algorithm to predict violent behaviour without any safeguards

For many years the Dutch police has used a risk modeling algorithm to predict the chance that an individual suspect will commit a violent crime. Follow the Money exposed the total lack of a moral, legal, and statistical justification for its use, and now the police has stopped using the system.

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Racist Technology in Action: How Pokéman Go inherited existing racial inequities

When Aura Bogado was playing Pokémon Go in a much Whiter neighbourhood than the one where she lived, she noticed how many more PokéStops were suddenly available. She then crowdsourced locations of these stops and found out, with the Urban Institute think tank, that there were on average 55 PokéStops in majority White neighbourhoods and 19 in neighbourhoods that were majority Black.

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Racist Technology in Action: You look similar to someone we didn’t like → Dutch visa denied

Ignoring earlier Dutch failures in automated decision making, and ignoring advice from its own experts, the Dutch ministry of Foreign Affairs has decided to cut costs and cut corners through implementing a discriminatory profiling system to process visa applications.

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Quantifying bias in society with ChatGTP-like tools

ChatGPT is an implementation of a so-called ‘large language model’. These models are trained on text from the internet at large. This means that these models inherent the bias that exists in our language and in our society. This has an interesting consequence: it suddenly becomes possible to see how bias changes through the times in a quantitative and undeniable way.

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Dutch Institute for Human Rights: Use of anti-cheating software can be algorithmic discrimination (i.e. racist)

Dutch student Robin Pocornie filed a complaint with Dutch Institute for Human Rights. The surveillance software that her university used, had trouble recognising her as human being because of her skin colour. After a hearing, the Institute has now ruled that Robin has presented enough evidence to assume that she was indeed discriminated against. The ball is now in the court of the VU (her university) to prove that the software treated everybody the same.

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Racist Technology in Action: AI-generated image tools amplify harmful stereotypes

Deep learning models that allow you to make images from simple textual ‘prompts’ have recently become available for the general public. Having been trained on a world full of visual representations of social stereotypes, it comes as no surprise that these tools perpetuate a lot of biased and harmful imagery.

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The devastating consequences of risk based profiling by the Dutch police

Diana Sardjoe writes for Fair Trials about how her sons were profiled by the Amsterdam police on the basis of risk models (a form of predictive policing) called ‘Top600’ (for adults) and ‘Top400’ for people aged 12 to 23). Because of this profiling her sons were “continually monitored and harassed by police.”

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Dutch student files complaint with the Netherlands Institute for Human Rights about the use of racist software by her university

During the pandemic, Dutch student Robin Pocornie had to do her exams with a light pointing straight at her face. Her fellow students who were White didn’t have to do that. Her university’s surveillance software discriminated her, and that is why she has filed a complaint (read the full complaint in Dutch) with the Netherlands Institute for Human Rights.

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Don’t miss this 4-part journalism series on ‘AI Colonialism’

The MIT Technology Review has written a four-part series on how the impact of AI is “repeating the patterns of colonial history.” The Review is careful not to directly compare the current situation with the colonialist capturing of land, extraction of resources, and exploitation of people. Yet, they clearly show that AI does further enrich the wealthy at the tremendous expense of the poor.

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Inventing language to avoid algorithmic censorship

Platforms like Tiktok, Twitch and Instagram use algorithmic filters to automatically block certain posts on the basis of the language they use. The Washington Post shows how this has created ‘algospeak’, a whole new vocabulary. So instead of ‘dead’ users write ‘unalive’, they use ‘SA’ instead of ‘sexual assault’, and write ‘spicy eggplant’ rather than ‘vibrator’.

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Racist Technology in Action: “Race-neutral” traffic cameras have a racially disparate impact

Traffic cameras that are used to automatically hand out speeding tickets don’t look at the colour of the person driving the speeding car. Yet, ProPublica has convincingly shown how cameras that don’t have a racial bias can still have a disparate racial impact.

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Dutch Scientific Council knows: AI is neither neutral nor always rational

AI should be seen as a new system technology, according to The Netherlands Scientific Council for Government Policy, meaning that its impact is large, affects the whole of society, and is hard to predict. In their new Mission AI report, the Council lists five challenges for successfully embedding system technologies in society, leading to ten recommendations for governments.

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