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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112 incidents closest to “Pear Deck Learning” · matched on meaning · public reporting

WF-EA6R453 Jan 2023

New York City Department of Education blocks ChatGPT on school devices

The New York City Department of Education blocked access to the AI chatbot ChatGPT on school devices and networks, citing concerns about negative impacts on student learning and the safety and accuracy of content. The ban applies to all students and teachers on education department devices and internet networks. Individual schools can still request access for studying the technology. The move is the nation's largest school system's response to the arrival of ChatGPT.

Company involved
New York City Department of Education
AI system involved
ChatGPT

9 source articles · read the reporting →

WF-TT1WEC30 Sep 2020

UIUC students petition to stop Proctorio exam proctoring over privacy concerns

A petition at the University of Illinois at Urbana-Champaign (UIUC) alleges that Proctorio, an online exam proctoring system, violates student privacy by accessing websites, downloads, screen content, and app settings. The petition claims the terms of service allow monitoring by 'any other means necessary', which students find unsettling. The petition, created on September 30, 2020, gathered 1,087 supporters but does not report any specific incident of harm. It calls on UIUC to discontinue use of Proctorio in favour of alternatives.

Company involved
UIUC
AI system involved
Proctorio

9 source articles · read the reporting →

WF-UENLG626 Mar 2024

ChatGPT use linked to memory loss and procrastination in students

A study published in the International Journal of Educational Technology in Higher Education surveyed hundreds of university students in Pakistan and found that those who relied more on ChatGPT reported increased procrastination, memory loss, and lower GPAs. The researchers attribute this to the chatbot making schoolwork too easy, reducing students' cognitive effort. The study's lead author warned of a "dark side" to excessive generative AI usage.

Company involved
National University of Computer and Emerging Sciences
AI system involved
ChatGPT

4 source articles · read the reporting →

WF-KBL3YD15 Oct 2019

Hive Box Facial-Recognition Lockers Hacked by Children Using Photos

Fourth-grade students in Jiaxing, China, demonstrated that Hive Box's facial-recognition smart lockers could be opened with a printed photo. The company, which operates a large network of delivery lockers, acknowledged the flaw and suspended the beta feature. The incident raised concerns about the security of facial recognition technology.

Company involved
Hive Box

1 source article · read the reporting →

Study finds LLMs used in up to 16.9% of AI conference peer reviews

According to a new paper on arXiv, researchers have begun using generative AI services to help write peer reviews of machine learning papers submitted to leading AI conferences. The study analysed reviews from ICLR 2024, NeurIPS 2023, CoRL 2023 and EMNLP 2023 and estimated that between 6.5% and 16.9% of review text may have been substantially modified by large language models. The authors argue that this risks depriving authors of diverse expert feedback and may skew reviews towards AI model biases. They have called for greater transparency about the use of LLMs in peer review.

9 source articles · read the reporting →

WF-IG5R9T9 Apr 2024

Texas uses AI to grade student STAAR test answers

The Texas Education Agency will use an automated scoring engine to grade written answers on the 2023 STAAR tests, replacing thousands of human graders. The system uses natural language processing and will initially score all responses, with a quarter rescored by humans. Educators have expressed concerns about the system's fairness and the potential for errors, especially for creative or non-standard answers.

Company involved
Texas Education Agency
AI system involved
automated scoring engine

10 source articles · read the reporting →

AI detectors falsely flag non-native English speakers' essays as AI-generated

A study by Stanford researchers found that seven popular AI text detectors wrongly flagged over half of essays written by non-native English speakers as AI-generated. The detectors assess text perplexity, and non-native speakers' simpler word choices lead to false positives. The researchers warn that this bias could have serious implications for students and job applicants, potentially leading to discrimination.

9 source articles · read the reporting →

WF-4N6UFD1 Mar 2021

Baltimore schools monitor student laptops for suicide signs using GoGuardian Beacon

Baltimore City Public Schools uses GoGuardian Beacon software to monitor student laptops for signs of suicide. Since March 2021, the system has flagged 786 alerts, with nine students taken to emergency rooms. Privacy advocates warn the monitoring could lead to disciplinary actions, outing of LGBTQ students, and disproportionately affect disadvantaged students. School officials defend the practice as a safeguard.

Company involved
Baltimore City Public Schools
AI system involved
GoGuardian Beacon

10 source articles · read the reporting →

WF-6BIZTN1 Mar 2014

Duke University recorded students' faces without proper consent for public dataset

In March 2014, Duke University researchers recorded thousands of students walking to class on campus without their knowledge or proper consent, creating the DukeMTMC dataset of over 2 million image frames. The dataset was placed on a public website and downloaded by academics, security contractors, and military researchers globally, including Chinese companies and military academies linked to surveillance of ethnic minorities. The university took down the public website in April 2019 after an Institutional Review Board investigation found the study deviated significantly from the approved protocol. The lead researcher apologized, stating he took full responsibility for his mistakes.

Company involved
Duke University
AI system involved
DukeMTMC

10 source articles · read the reporting →

WF-CQREJ01 Apr 2021

Proctorio anti-cheating software failed to catch student cheaters in study

Researchers at the University of Twente in the Netherlands tested Proctorio, an anti-cheating software, by asking 30 computer science students to sit an exam while six of them cheated. Proctorio did not flag any of the cheaters and flagged some honest students for irregular behaviour. An independent human review caught only one of the six cheaters. Proctorio disputed the study's methodology and cited other research.

Company involved
Proctorio
AI system involved
Proctorio

5 source articles · read the reporting →

Chelmer Valley High School reprimanded for facial recognition DPIA failure

Chelmer Valley High School was issued a reprimand by the ICO for failing to complete a Data Protection Impact Assessment before introducing facial recognition technology for cashless catering. The reprimand was issued on 22 July 2024.

Company involved
Chelmer Valley High School

7 source articles · read the reporting →

WF-OWK2RT30 Jun 2025

Paradox security vulnerability exposed candidate data to researchers

On June 30, 2025, security researchers discovered a vulnerability in Paradox's test account that allowed access to chat interaction records. The researchers viewed five candidates' personal information including names, email addresses, phone numbers, and IP addresses. Paradox fixed the issue within hours and stated that no data was leaked publicly. The company has since implemented new security measures.

Company involved
Paradox
AI system involved
Paradox conversational AI platform

10 source articles · read the reporting →

WF-59TDC91 Oct 2021

Ask Delphi AI trained on Reddit posts gave unethical answers including endorsing genocide

Ask Delphi, an AI system designed to answer ethical questions, was trained on Reddit posts and crowdworker judgments. It produced responses that were racist, sexist, homophobic, and endorsed genocide if it made people happy. Researchers updated the system three times and added warnings. Critics argue that teaching AI ethics is fundamentally flawed.

AI system involved
Ask Delphi

8 source articles · read the reporting →

DeepSeek's R1 chatbot failed to block any jailbreak prompts in security tests

Security researchers from Cisco and the University of Pennsylvania tested 50 well-known jailbreak prompts against DeepSeek's R1 reasoning model. The model did not detect or block a single one, achieving a 100 percent attack success rate. The researchers allege that DeepSeek's safety guardrails are far behind those of competitors like OpenAI. DeepSeek did not respond to requests for comment.

Company involved
DeepSeek
AI system involved
DeepSeek R1

3 source articles · read the reporting →

WF-LIDYZZ1 Jan 2025

UK universities detect deepfake applicants in automated interviews

Some UK universities use Enroly's automated online interviews to screen international student applicants. Enroly detected about 30 cases of deepfake attempts out of 20,000 interviews during the January 2025 intake. The deepfakes used AI-generated images and audio to replace applicants' faces and voices. Enroly stated it caught the attempts using real-time detection methods.

Company involved
UK universities
AI system involved
Enroly

5 source articles · read the reporting →

WF-U2Y7Z515 Oct 2025

Mass AI cheating scandal at Yonsei University with hundreds of students using ChatGPT

A large-scale cheating scandal has erupted at Yonsei University, where hundreds of students in a third-year online course are suspected of using AI tools such as ChatGPT to cheat on their midterm exam. The professor discovered signs of misconduct and offered students a chance to confess, with those coming forward receiving a zero but no further penalty. A poll on a student community app indicated that over half of respondents admitted to cheating. The university has not yet established clear guidelines on AI use.

Company involved
Yonsei University
AI system involved
ChatGPT

6 source articles · read the reporting →

WF-Q8FS1926 Oct 2025

Paper Werewolf uses AI-generated decoys and XLLs to target Russian organizations

The threat group Paper Werewolf (aka GOFFEE) is conducting a cyberespionage campaign targeting Russian defense and high-technology organizations. The campaign uses AI-generated decoy documents, such as invitations and official letters, to trick recipients into opening malicious Excel XLL add-ins that deliver a backdoor called EchoGather. The backdoor collects system information and communicates with a command-and-control server. The campaign is ongoing and was first detected in late October 2025.

Company involved
Paper Werewolf
AI system involved
EchoGather

2 source articles · read the reporting →

School AI surveillance like Gaggle can lead to false alarms, arrests

AI surveillance tools used in schools, such as Gaggle, GoGuardian and Bark, are reported to generate false alarms that have led to student arrests. The article examines cases where automated monitoring flagged innocent behaviour as threats, causing harm to students and families.

2 source articles · read the reporting →

SoftBank's Pepper robot fails at multiple customer service jobs

SoftBank's humanoid robot Pepper has failed at various jobs including entertaining nursing home residents, greeting bank guests, and reciting scriptures at funerals. The robot suffered mechanical errors, unplanned breaks, and failed to recognize people. Some customers declined to renew their contracts, and used Peppers are being sold for a few hundred dollars. Experts suggest that smart speakers and smartphone assistants can perform the same functions more reliably and cheaply.

AI system involved
Pepper

3 source articles · read the reporting →

WF-R41UQV23 Feb 2012

Palantir secretly tested predictive policing in New Orleans

Beginning in 2012, Palantir Technologies secretly partnered with the New Orleans Police Department to deploy a predictive policing system. The programme analysed gang affiliations, social media and criminal histories to forecast individuals’ likelihood of committing or becoming victims of violence, operating without public knowledge or city council oversight. Researchers and law enforcement officials raised concerns about systemic bias and civil liberties. As of 2018, the city and Palantir had not disclosed the programme’s status.

Company involved
New Orleans Police Department

1 source article · read the reporting →

Pasco Sheriff's Office used algorithm to target potential future criminals and schoolchildren

The Pasco Sheriff's Office operates an intelligence-led policing programme that uses an algorithm to identify people who might break the law based on criminal histories and social networks. Deputies are sent to the homes of those flagged, even without evidence of a crime, and former deputies allege they were ordered to make targets' lives miserable. The agency also keeps a list of more than 400 schoolchildren predicted to 'fall into a life of crime', built from data such as grades and child welfare records, without informing the children or their parents. Civil liberties groups are considering lawsuits and public advocacy campaigns, and experts have called the programmes 'morally repugnant'.

Company involved
Pasco Sheriff's Office

10 source articles · read the reporting →

WF-30XEUN1 Jul 2019

Google contractors targeted homeless people for Pixel 4 facial recognition data

Google hired Randstad to collect facial data to train the Pixel 4's face recognition system. Contractors allegedly targeted homeless people and unaware students, using deceptive tactics such as calling it a "selfie game" and offering $5 without informing subjects they were being recorded. Google suspended the research program and opened an investigation following the report.

Company involved
Google
AI system involved
Pixel 4 facial recognition

1 source article · read the reporting →

WF-2ZQ1HW24 Jul 2020

PredictiveHire builds AI to predict job hopping from interviews

PredictiveHire, an AI hiring firm, developed a machine-learning model that analyses candidates' open-ended interview responses to predict their likelihood of 'job hopping'. The company used data from 45,899 applicants to build the 'flight risk' assessment, which it advertises as coming soon. Scholars warn that such tools can suppress wages by screening out workers who might seek better pay or conditions, continuing a historical trend of using personality tests to identify potential labour organisers.

Company involved
PredictiveHire
AI system involved
Phai

1 source article · read the reporting →

WF-7SZLK41 Jan 2024

Ex-Pikesville athletic director used AI deepfake to impersonate principal

Dazhon Darien, former athletic director at Pikesville High School, used artificial intelligence to create a deepfake audio clip in 2024 that made it appear as though principal Eric Eiswert made racist and antisemitic comments. The clip spread widely online, severely damaging Eiswert's reputation. Darien was arrested and later pleaded guilty to unrelated child sex crimes. Eiswert sued Baltimore County Public Schools and reached a settlement.

Company involved
Baltimore County Public Schools

7 source articles · read the reporting →

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