The record

Where automated decisions went wrong

Incidents gathered from public reporting around the world. Each one links to the articles it came from. None of it is a finding that anyone broke the law.

Reports people file about their own experience are not shown here and never will be without their agreement. Tell us what happened to you.

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68 incidents closest to “Income Insights” · matched on meaning · public reporting

Apple Intelligence feature flags scam messages as priority alerts

Apple's 'Apple Intelligence' notification summarisation feature, introduced in late 2024, is reportedly prioritising scam messages on iPhones, iPads, and Macs. Users have reported that the AI struggles to differentiate fraudulent emails from genuine alerts, with one user seeing a scam email claiming he owed $465 flagged as a priority. Experts warn that the summarisation removes context, potentially making scams more effective. Apple has stated it plans to update the feature to clarify when summaries are AI-generated.

Company involved
Apple
AI system involved
Apple Intelligence

5 source articles · read the reporting →

WF-QV8GJM1 Jul 2025

Mumbai Cyber Police Bust Deepfake Share Trading Scam by Valueleaf

Mumbai Cyber Police arrested four individuals from Bengaluru-based advertising agency Valueleaf for allegedly circulating deepfake videos of stock market experts to deceive investors. The videos, created for Hong Kong-based First Bridge, were promoted despite knowledge of their falsity and potential financial harm. Meta flagged the content, but the accused evaded detection by increasing ad accounts and changing domain locations. The case, registered under the Bhartiya Nyaya Sanhita and Information Technology Act, is under investigation to determine the number of defrauded investors.

Company involved
Valueleaf

1 source article · read the reporting →

WF-IGS22L1 Jan 2012

FinTech and traditional lenders discriminate against minority borrowers in mortgage pricing

A study of mortgage lending from 2012-2018 found that Latinx and African-American borrowers were charged higher interest rates than white borrowers with similar credit risk. FinTech algorithms reduced the disparity by 40% but did not eliminate it. The discrimination costs minority borrowers an estimated $765 million per year in extra interest.

10 source articles · read the reporting →

RealPage's YieldStar algorithm pushes rents higher for tenants

RealPage's YieldStar algorithm uses private competitor data to recommend rent increases for apartment units. Landlords adopt up to 90% of the suggestions, leading to higher rents for tenants. Critics allege the software may facilitate indirect price-fixing in violation of antitrust law. The company denies wrongdoing and says the software helps eliminate collusion.

Company involved
RealPage
AI system involved
YieldStar

10 source articles · read the reporting →

Inland Revenue warns of AI scam using commissioner's image

Scammers used AI-generated images and messaging to impersonate New Zealand's Commissioner of Inland Revenue, Peter Mersi, in social media ads inviting people to a fake crypto tax webinar. The ads aimed to trick people into giving personal information for identity theft or account access. Inland Revenue received over 3000 scam reports in three months and worked to have the ads removed, but they kept reappearing. The department warned the public about the increasing use of AI in investment scams.

2 source articles · read the reporting →

UDR Sued Over Alleged Use of RealPage Algorithm to Set Rents in San Diego

A class action lawsuit alleges that UDR, Inc. used RealPage's YieldStar algorithmic pricing software to set rental rates and occupancy levels for its San Diego properties, in violation of a local ordinance. The suit claims the software relied on nonpublic competitor data, contributing to inflated rents and making housing less affordable. The lawsuit, filed in July 2026, seeks to represent all affected tenants. UDR has previously acknowledged using YieldStar as one tool among others in its decision-making.

Company involved
UDR, Inc.
AI system involved
RealPage YieldStar

1 source article · read the reporting →

SEC warns public of deep fake investment scams featuring Lance Gokongwei

The Securities and Exchange Commission (SEC) warned the public that scammers are using deep fake videos and audio of Lance Gokongwei to endorse fraudulent investment schemes. The manipulated media circulate on social media, deceiving people into investing in a platform registered in Cyprus. Victims are asked to provide credit card details and OTPs, then lose contact when attempting to withdraw funds. The SEC advises the public to verify investment offers with the agency.

2 source articles · read the reporting →

WF-AW0QVD8 Oct 2019

UberEats algorithm change causes pay cuts and financial hardship for car drivers

A survey by the Transport Workers' Union found that UberEats car drivers experienced a 50% pay cut after the company changed its delivery allocation algorithm to preference cyclists and scooter riders. Drivers reported bankruptcy, homelessness, and inability to support their families. The TWU has called for regulation of the gig economy and delivered a letter to the NSW shadow minister.

Company involved
UberEats
AI system involved
UberEats platform

10 source articles · read the reporting →

WF-KBSLAS16 Sep 2020

Shipt's new V2 algorithm reduces pay for 41% of workers, study finds

A study by MIT Media Lab and Coworker.org found that Shipt's new V2 payment algorithm reduced pay for 41% of workers by an average of 11% per shop. The algorithm, rolled out in September 2020, replaced a transparent payment system with a black-box model. Workers pooled data to analyze the impact, revealing uneven distribution of earnings.

Company involved
Shipt
AI system involved
V2

10 source articles · read the reporting →

WF-BBIPT515 Oct 2024

Google AI Overviews provide inaccurate finance information in 43% of searches

A study by The College Investor found that Google's AI Overviews provided misleading or inaccurate information in 43% of 100 personal finance-related searches. The AI-generated answers included outdated tax rules and incorrect student loan repayment plan details. One user believed she could convert her 529 plan to a Roth IRA in California, which is not allowed. Google has not responded to requests for comment.

Company involved
Google
AI system involved
AI Overviews

3 source articles · read the reporting →

WF-XGIXWV31 Jan 2020

DWP's Universal Credit algorithm causes underpayment and hardship for claimants

The Department for Work and Pensions (DWP) uses an automated means-testing algorithm in its Universal Credit system that miscalculates earnings due to a design flaw, leading to underpayments and fluctuating benefit amounts. Claimants such as Janet R. received payments hundreds of pounds short, forcing them into debt and foodbank use. A Court of Appeal ruling in June 2020 ordered the DWP to fix the flaw, but the department had not yet fully implemented the remedy at the time of writing.

Company involved
Department for Work and Pensions
AI system involved
Universal Credit

10 source articles · read the reporting →

WF-GP9JON1 Jan 2013

Allstate's proposed retention model charged big spenders more in Maryland

Allstate proposed an auto insurance rate adjustment plan in Maryland using a retention model algorithm that varied premium changes based on existing premiums. The algorithm would have increased rates up to 20% for customers already paying the highest premiums while capping increases at 5% for others, and would have denied meaningful discounts to thousands owed reductions. The Maryland Insurance Administration rejected the plan as discriminatory, but Allstate claims it was withdrawn and has continued proposing similar models elsewhere. The proposal never took effect in Maryland.

Company involved
Allstate Corporation
AI system involved
retention model

9 source articles · read the reporting →

WF-W8NDC11 Jul 2015

New York City's McKinsey-led jail violence program manipulated data, violence increased

New York City paid McKinsey & Company $27.5 million to reduce violence at Rikers Island jail complex. McKinsey designed a predictive algorithm called the Housing Unit Balancer and Restart housing units, but jail officials and McKinsey consultants stacked the units with compliant inmates to artificially lower violence numbers. Violence actually increased by nearly 50% during the project. The city eventually decided to close Rikers.

Company involved
New York City Department of Correction
AI system involved
Housing Unit Balancer (HUB)

10 source articles · read the reporting →

Study finds Italian car insurers charge more based on birthplace

A study by the Universities of Padua, Udine and Carnegie Mellon found that Italian car insurers, including Genertel, Mps, Quixa and Con.Te, use birthplace and citizenship in pricing algorithms, charging some drivers over €1,000 more. The practice was ruled against in a 2018 decree involving Linear, but the study says it continues. The companies contacted denied or explained the findings.

Company involved
Genertel, Mps, Quixa, Con.Te

8 source articles · read the reporting →

WF-53YZFN1 Jul 2023

Nevada's AI grad score model cuts funding for low-income students

Nevada replaced its income-based school funding formula with a machine learning model developed by Infinite Campus that generates a 'grad score' for each student. The model reduced the number of students eligible for supplemental funding from 288,000 to 63,000, disproportionately affecting low-income students. Critics argue the model lacks transparency and de-emphasizes economic status, potentially leaving many high-poverty schools underfunded.

Company involved
Nevada Department of Education
AI system involved
Grad score model

7 source articles · read the reporting →

WF-8XBASW1 Jan 2016

Uber algorithm reinforced gender pay gap in compensation offers to new hires

Uber used an algorithm to determine compensation offers for new hires, allegedly paying women less than men for similar roles. The algorithm was designed to protect existing shareholders and save money, but it reinforced existing gender pay gaps. The system is now being altered, according to The Information.

Company involved
Uber

7 source articles · read the reporting →

DeepScore markets facial and voice analysis app for trustworthiness scoring despite experts' doubts

DeepScore, a Tokyo-based company, is marketing an app that uses facial and voice recognition to score people's trustworthiness for lenders and insurers in Japan, Indonesia, Vietnam and the Philippines. The company says the app can detect deception with 70 per cent accuracy, but researchers and privacy advocates say there is no reliable scientific basis for such judgments and warn of discrimination and privacy harms. The chief executive said the system is only one part of lenders' and insurers' decision-making and that people can choose not to use it. Critics respond that an unequal balance of power makes consent difficult.

Company involved
DeepScore
AI system involved
DeepScore

6 source articles · read the reporting →

WF-IEVM2516 Mar 2021

Facebook Allowed Age-Targeted Credit Card Ads Violating Its Policy

The Markup found that four companies—Aspiration, Hometap, Chime, and Varo Bank—ran Facebook ads for credit cards and home equity loans that were targeted by age, excluding users under 25 or 35. This practice violates Facebook's own anti-discrimination policy and may violate the Equal Credit Opportunity Act and California's Unruh Civil Rights Act. Facebook did not respond to requests for comment, and some advertisers said they would review their ad targeting.

Company involved
Facebook
AI system involved
Facebook Ad Platform

9 source articles · read the reporting →

WF-YQ3F4O1 Nov 2015

Airbnb smart-pricing algorithm increased racial revenue gap, study finds

A study by Carnegie Mellon University found that Airbnb's smart-pricing algorithm increased the revenue gap between White and Black hosts, even though it narrowed the gap among hosts who adopted it. The algorithm, which sets daily prices automatically, was adopted by fewer Black hosts, so its suggested prices were closer to the optimum for White hosts. The researchers said the tool could reduce racial disparities only if more Black hosts adopted it.

Company involved
Airbnb
AI system involved
Airbnb smart-pricing algorithm

10 source articles · read the reporting →

Study finds credit score algorithms less accurate for minorities

A study of 50 million US consumers found that credit scoring algorithms used by mortgage lenders are less accurate for minority and low-income applicants due to sparse credit data, leading to higher rejection rates. The inaccuracy is due to noise in the data, not bias, so fairer algorithms cannot fix it. The study suggests that adjusting for bias had no effect, and that addressing the inaccuracy could reduce disparities by 50%.

Company involved
Mortgage lenders (unnamed)
AI system involved
Credit scoring algorithms

6 source articles · read the reporting →

WF-G1A5LS1 Nov 2023

ETH Zurich study shows LLMs can infer Reddit users' personal data

Researchers at ETH Zurich conducted a study where nine large language models, including GPT-4, analysed Reddit users' posts and inferred personal attributes such as age, location, gender, and income with up to 85% accuracy. The study randomly selected 520 users and found that GPT-4 was most accurate, while LlaMA-2-7b was least. The researchers warn that people unknowingly reveal personal information online that LLMs can exploit.

Company involved
ETH Zurich
AI system involved
GPT-4, LlaMA-2-7b

4 source articles · read the reporting →

WF-NFIWMI18 Nov 2023

Cigna StressWaves Test found unreliable and invalid in independent study

A study published in Scientific Reports evaluated the Cigna StressWaves Test (CSWT), an AI tool that claims to assess psychological stress from speech. The study found that the CSWT had poor test-retest reliability and poor validity compared to the Perceived Stress Scale. The authors warned that widespread availability of the tool could lead to misleading results and negative consequences for users making healthcare decisions. Cigna has not publicly responded to the findings.

Company involved
Cigna
AI system involved
Cigna StressWaves Test

4 source articles · read the reporting →

WF-LN1XAB1 Jan 2021

California EDD's automated fraud detection wrongly suspended 600,000 legitimate unemployment claims

In January 2021, the California Employment Development Department used Thompson Reuters automated batch review software to flag 1.1 million unemployment claims as potentially fraudulent. EDD stopped payments on those claims without prior notice. Later, over 600,000 were confirmed as legitimate after claimants used ID.me to verify their identity. The incident highlights the trade-off between fraud prevention and timely benefit access.

Company involved
California Employment Development Department (EDD)
AI system involved
Thompson Reuters Automated Batch Review

7 source articles · read the reporting →

WF-N8LQF31 Jan 2020

Uber and Amazon algorithms pay different wages for same work

A study by law professor Veena Dubal alleges that Uber and Amazon use AI algorithms to offer different pay rates to gig workers doing identical work. The algorithms are said to calculate the lowest wage a driver will accept based on personal data. Uber denies tailoring individual fares, and the California Labor Commission's lawsuit against Uber and Lyft is ongoing.

Company involved
Uber

10 source articles · read the reporting →

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