With the high pace development of AI systems, more and more people are trying to grapple with the potential impact of these systems on our societies and daily lives. One often utilized way to make sense of AI is through metaphors, that either help to clarify or horribly muddy the waters.
Continue reading “Metaphors of AI: “Gunpowder of the 21st Century””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.
Continue reading “Racist Technology in Action: You look similar to someone we didn’t like → Dutch visa denied”What problems are AI-systems even solving? “Apparently, too few people ask that question”
In this interview with Felienne Hermans, Professor Computer Science at the Vrije Universiteit Amsterdam, she discusses the sore lack of divesity in the white male-dominated world of programming, the importance of teaching people how to code and, the problematic uses of AI-systems.
Continue reading “What problems are AI-systems even solving? “Apparently, too few people ask that question””How AIs collapse our history and culture into a monolithic perspective
In this piece on Medium, Jenka Gurfinkel writes about a Reddit user who has asked Midjourney, a generative AI to do the following:
Continue reading “How AIs collapse our history and culture into a monolithic perspective”Imagine a time traveler journeyed to various times and places throughout human history and showed soldiers and warriors of the periods what a “selfie” is.
More data will not solve bias in algorithmic systems: it’s a systemic issue, not a ‘glitch’
In an interview with Zoë Corbyn in the Guardian, data journalist and Associate Professor of Journalism, Meredith Broussard discusses her new book More Than a Glitch: Confronting Race, Gender and Ability Bias in Tech.
Continue reading “More data will not solve bias in algorithmic systems: it’s a systemic issue, not a ‘glitch’”Racist Technology in Action: Racial disparities in the scoring system used for housing allocation in L.A.
In another investigation by The Markup, significant racial disparities were found in the assessment system used by the Los Angeles Homeless Services Authority (LAHSA), the body responsible for coordinating homelessness services in Los Angeles. This assessment system is reliant on a tool, called the Vulnerability Index-Service Prioritisation Decision Assistance Tool, or VI-SPDAT, to score and assess whether people can qualify for subsidised permanent housing.
Continue reading “Racist Technology in Action: Racial disparities in the scoring system used for housing allocation in L.A.”Stories of everyday life with AI in the global majority
This collection by the Data & Society Research Institute sheds an intimate and grounded light on what impact AI-systems can have. The guiding question that connects all of the 13 non-fiction pieces in Parables of AI in/from the Majority world: An Anthology is what stories can be told about a world in which solving societal issues is more and more dependent on AI-based and data-driven technologies? The book, edited by Rigoberto Lara Guzmán, Ranjit Singh and Patrick Davison, through narrating ordinary, everyday experiences in the majority world, slowly disentangles the global and unequally distributed impact of digital technologies.
Continue reading “Stories of everyday life with AI in the global majority”Work related to the Racism and Technology Center is getting media attention
The current wave of reporting on the AI-bubble has one advantage: it also creates a bit of space in the media to write about how AI reflects the existing inequities in our society.
Continue reading “Work related to the Racism and Technology Center is getting media attention”Denmark’s welfare fraud system reflects a deeply racist and exclusionary society
As part of a series of investigative reporting by Lighthouse Reports and WIRED, Gabriel Geiger has revealed some of the findings about the use of welfare fraud algorithms in Denmark. This comes in the trajectory of the increasing use of algorithmic systems to detect welfare fraud across European cities, or at least systems which are currently known.
Continue reading “Denmark’s welfare fraud system reflects a deeply racist and exclusionary society”Racist Technology in Action: Rotterdam’s welfare fraud prediction algorithm was biased
The algorithm that the city of Rotterdam used to predict the risk of welfare fraud fell into the hands of journalists. Turns out that the system was biased against marginalised groups like young mothers and people who don’t have Dutch as their first language.
Continue reading “Racist Technology in Action: Rotterdam’s welfare fraud prediction algorithm was biased”First Dutch citizen proves that an algorithm discriminated against her on the basis of her skin colour
Robin Pocornie was featured in the Dutch current affairs programme EenVandaag. Professor Sennay Ghebreab and former Member of Parliament Kees Verhoeven provided expertise and commentary.
Continue reading “First Dutch citizen proves that an algorithm discriminated against her on the basis of her skin colour”An alliance against military AI
The past week the Dutch goverment hosted and organised the military AI conference REAIM 2023. Together with eight other NGOs we signed an open letter, initated by Oumaima Hajri, that calls on the Dutch government to stop promoting narratives of “innovation” and “opportunities” but, rather, centre the very real and often disparate human impact.
Continue reading “An alliance against military AI”The cheap, racialised, Kenyan workers making ChatGPT “safe”
Stories about the hidden and exploitative racialised labour which fuels the development of technologies continue to surface, and this time it is on ChatGPT. Billy Perrigo, who previously reported on Meta’s content moderation sweatshop and on whistleblower Daniel Moutang, who took Meta to court, has shed light on how OpenAI has relied upon outsourced exploitative labour in Kenya to make ChatGPT less toxic.
Continue reading “The cheap, racialised, Kenyan workers making ChatGPT “safe””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.
Continue reading “Quantifying bias in society with ChatGTP-like tools”Racist Technology in Action: The “underdiagnosis bias” in AI algorithms for health: Chest radiographs
This study builds upon work in algorithmic bias, and bias in healthcare. The use of AI-based diagnostic tools has been motivated by a shortage of radiologists globally, and research which shows that AI algorithms can match specialist performance (particularly in medical imaging). Yet, the topic of AI-driven underdiagnosis has been relatively unexplored.
Continue reading “Racist Technology in Action: The “underdiagnosis bias” in AI algorithms for health: Chest radiographs”Uit Vrij Nederland: Krijgen we wat we verdienen?
Laat ik de vraag specificeren voor mijn vakgebied: zijn besluiten die door technologie worden genomen rechtvaardig? Verdien je de beslissing die uit de machine rolt?
Continue reading “Uit Vrij Nederland: Krijgen we wat we verdienen?”What’s at stake with losing (Black) Twitter and moving to (white) Mastodon?
The immanent demise of Twitter after Elon Musk’s takeover sparked an exodus of people leaving the platform, which is only expected to increase. The significant increase in hate speech, and general hostile atmosphere created by the erratic decrees by it’s owner (such as Trump’s reinstatement) made, in the New Yorker writer Jelani Cobb’s words, “remaining completely untenable”. This, often vocal, movement of people from the platform has sparked a debate on what people stand to loose and what the alternative is.
Continue reading “What’s at stake with losing (Black) Twitter and moving to (white) Mastodon?”Dutch Institute for Human Rights speaks about Proctorio at Dutch Parliament
In a roundtable on artificial intelligence in the Dutch Parliament, Quirine Eijkman spoke on behalf of the Netherlands Institute for Human Rights about Robin Pocornie’s case against the discriminatory use of Proctiorio at the VU university.
Continue reading “Dutch Institute for Human Rights speaks about Proctorio at Dutch Parliament”Profiting off Black bodies
Tiera Tanksley’s work seeks to better understand how forms of digitally mediated traumas, such as seeing images of Black people dead and dying on social media, are impacting Black girls’ mental and emotional wellness in the U.S. and Canada. Her fears were confirmed in her findings: Black girls report unprecedented levels of fear, depression, anxiety and chronic stress. Viewing Black people being killed by the state was deeply traumatic, with mental, emotional and physiological effects.
Continue reading “Profiting off Black bodies”Racist Technology in Action: Let’s make an avatar! Of sexy women and tough men of course
Just upload a selfie in the “AI avatar app” Lensa and it will generate a digital portrait of you. Think, for example, of a slightly more fit or beautiful version of yourself as an astronaut or the lead singer in a band. If you are a man that is. As it turns out, for women, and especially women with Asian heritage, Lensa churns out pornified, sexy and skimpily clothed avatars.
Continue reading “Racist Technology in Action: Let’s make an avatar! Of sexy women and tough men of course”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.
Continue reading “Dutch Institute for Human Rights: Use of anti-cheating software can be algorithmic discrimination (i.e. racist)”Amsterdam’s Top400 project stigmatises and over-criminalises youths
A critical, in depth report on Top400 – a crime prevention project by the Amsterdam municipality – which targets and polices minors (between the ages of 12 to 23) has emphasised the stigmatising, discriminatory, and invasive effects of the Top400 on youths and their families.
Continue reading “Amsterdam’s Top400 project stigmatises and over-criminalises youths”Report: How police surveillance tech reinforces abuses of power
The UK organisation No Tech for Tyrants (NT4T) has published an extensive report on the use of surveillance technologies by the police in the UK, US, Mexico, Brazil, Denmark and India, in collaboration with researchers and activists from these countries. The report, titled “Surveillance Tech Perpetuates Police Abuse of Power” examines the relation between policing and technology through in-depth case studies.
Continue reading “Report: How police surveillance tech reinforces abuses of power”Auto-detecting racist language in housing documents
DoNotPay is a ‘robot lawyer’ service, allowing its customers (regular citizens) to automatically do things like fighting parking tickets, getting refunds on flight tickets, or auto-cancelling their free trials. Earlier this year, it expanded its service to include finding and helping remove racist language in housing documents.
Continue reading “Auto-detecting racist language in housing documents”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.
Continue reading “Racist Technology in Action: AI-generated image tools amplify harmful stereotypes”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.”
Continue reading “The devastating consequences of risk based profiling by the Dutch police”AI innovation for whom, and at whose expense?
This fantastic article by Williams, Miceli and Gebru, describes how the methodological shift of AI systems to deep-learning-based models has required enormous amounts of “data” for models to learn from. Large volumes of time-consuming work, such as labelling millions of images, can now be broken down into smaller tasks and outsourced to data labourers across the globe. These data labourers have terribly low wagen, often working in dire working conditions.
Continue reading “AI innovation for whom, and at whose expense?”Beware of ‘Effective Altruism’ and ‘Longtermism’
‘Effective Altruism’ is all the vogue, but deeply problematic.
Continue reading “Beware of ‘Effective Altruism’ and ‘Longtermism’”Racist Technology in Action: Robot rapper spouts racial slurs and the N-word
In this bizarre yet unsurprising example of an AI-gone-wrong (or “rogue”), an artificially designed robot rapper, FN Meka, has been dropped by Capitol Music Group for racial slurs and the use of the N-word in his music.
Continue reading “Racist Technology in Action: Robot rapper spouts racial slurs and the N-word”Whitewashing call centre workers’ accents
Silicon Valley strikes again, with yet another techno-solutionist idea. Sanas, a speech technology startup founded by three former Stanford students, aims to alter the accents of call centre workers situated in countries such as India and the Philippines. The goal is to make them sound white and American. With a slide of a button, a call centre’s voice will be transformed into a slightly robotic, and unmistakeably white, American voice.
Continue reading “Whitewashing call centre workers’ accents”Listen to Sennay Ghebreab for clarity about what AI should and shouldn’t do
Sennay Ghebreab, head of the Civic AI Lab which aims to develop AI in a socially inclusive manner, was interviewed by Kustaw Bessems for the Volkskrant podcast Stuurloos (in Dutch).
Continue reading “Listen to Sennay Ghebreab for clarity about what AI should and shouldn’t do”AI-trained robots bring algorithmic biases into robotics
A recent study in robotics has drawn attention from news media such as The Washington Post and VICE. In this study, researchers programmed virtual robots with popular artificial intelligence algorithms. Then, these robots were asked to scan blocks containing pictures of people’s faces and make decisions to put some blocks into a virtual “box” according to an open-ended instruction. In the experiments, researchers quickly found out that these robots repeatedly picked women and people of color to be put in the “box” when they were asked to respond to words such as “criminal”, “homemaker”, and “janitor”. The behaviors of these robots showed that sexist and racist baises coded in AI algorithms have leaked into the field of robotics.
Continue reading “AI-trained robots bring algorithmic biases into robotics”Racist Technology in Action: How hiring tools can be sexist and racist
One of the classic examples of how AI systems can reinforce social injustice is Amazon’s A.I. hiring tool. In 2014, Amazon built an ´A.I. powered´ tool to assess resumes and recommend the top candidates that would go on to be interviewed. However, the tool turned out to be very biased, systematically preferring men over women.
Continue reading “Racist Technology in Action: How hiring tools can be sexist and racist”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.
Continue reading “Dutch student files complaint with the Netherlands Institute for Human Rights about the use of racist software by her university”Meta forced to change its advertisement algorithm to address algorithmic discrimination
In his New York Times article, Mike Isaac describes how Meta is implementing a new system to automatically check whether the housing, employment and credit ads it hosts are shown to people equally. This is a move following a 111,054 US dollar fine the US Justice Department has issued Meta because its ad systems have been shown to discriminate its users by, amongst other things, excluding black people from seeing certain housing ads in predominately white neighbourhoods. This is the outcome of a long process, which we have written about previously.
Continue reading “Meta forced to change its advertisement algorithm to address algorithmic discrimination”A guidebook on how to combat algorithmic discrimination
What is algorithmic discrimination, how is it caused and what can be done about it? These are the questions that are addressed in AlgorithmWatch’s newly published report Automated Decision-Making Systems and Discrimination.
Continue reading “A guidebook on how to combat algorithmic discrimination”Exploited and silenced: Meta’s Black whistleblower in Nairobi
In 2019, a Facebook content moderator in Nairobi, Daniel Motaung, who was paid USD 2.20 per hour, was fired. He was working for one of Meta’s largest outsourcing partners in Africa, Sama, which brands itself as an “ethical AI” outsourcing company, and is headquartered in California. Motaung led a unionisation attempt with more than 100 colleagues, fighting for better wages and working conditions.
Continue reading “Exploited and silenced: Meta’s Black whistleblower in Nairobi”Racist Technology in Action: Turning a Black person, White
An example of racial bias in machine learning strikes again, this time by a program called PULSE, as reported by The Verge. Input a low resolution image of Barack Obama – or another person of colour such as Alexandra Ocasio-Cortez or Lucy Liu – and the resulting AI-generated output of a high resolution image, is distinctively a white person.
Continue reading “Racist Technology in Action: Turning a Black person, White”Shocking report by the Algemene Rekenkamer: state algorithms are a shitshow
The Algemene Rekenkamer (Netherlands Court of Audit) looked into nine different algorithms used by the Dutch state. It found that only three of them fulfilled the most basic of requirements.
Continue reading “Shocking report by the Algemene Rekenkamer: state algorithms are a shitshow”‘Smart’ techologies to detect racist chants at Dutch football matches
The KNVB (Royal Dutch Football Association) is taking a tech approach at tackling racist fan behaviour during matches, an approach that stands a great risk of falling in the techno solutionism trap.
Continue reading “‘Smart’ techologies to detect racist chants at Dutch football matches”