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.

Clear

83 incidents closest to “Coursera for Campus” · matched on meaning · public reporting

Clearview AI tested facial recognition surveillance cameras with UFT and Rudin

Clearview AI, the facial recognition company that scraped billions of photos from social media, developed a surveillance camera system under the name Insight Camera. The system was tested by the United Federation of Teachers and Rudin Management in New York City. The UFT used it to identify individuals who had made threats and prevent them from entering its offices. Clearview did not respond to requests for comment.

Company involved
Clearview AI
AI system involved
Insight Camera

9 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 →

Facial recognition trialled in Australian schools to mark attendance

Five Australian schools are trialling a facial recognition system from LoopLearn to automate student attendance. The system scans students' faces and sends attendance data to an app. Privacy experts have raised concerns about data security and surveillance. The Victorian government previously tried to stop the trial due to privacy risks.

Company involved
Clarendon College
AI system involved
LoopLearn

10 source articles · read the reporting →

Cleveland State University's room scan requirement ruled unconstitutional

A federal judge ruled that Cleveland State University's requirement for a student to undergo a 360-degree room scan before an online exam was an unreasonable search under the Fourth Amendment. The student, enrolled at the public university, was told shortly before the exam that he would need to scan his private space. The court found that the university's justifications did not outweigh the privacy protections of the home. No final judgment or injunction has been issued yet.

Company involved
Cleveland State University

10 source articles · read the reporting →

WF-701YEA11 Mar 2021

UW-Madison disables Honorlock after skin tone recognition failure

The University of Wisconsin-Madison disabled the exam pause feature of its Honorlock anti-cheating software in March 2021 after three students complained that the software failed to recognize their darker skin tones and paused their exams. The software, used since online classes began, automatically pauses exams when it cannot detect facial features. Honorlock denied the issue was related to skin tone, attributing it to students looking away from their webcams. The university responded by disabling the feature.

Company involved
University of Wisconsin-Madison
AI system involved
Honorlock

10 source articles · read the reporting →

WF-SQJYDZ22 Oct 2020

CBSE introduces facial recognition system for students to access digital documents

The Central Board of Secondary Education (CBSE) has introduced a facial recognition system for Class 10 and 12 students to access their digital academic documents. A live image of the student is compared with the photograph on their CBSE admit card and, if the match succeeds, the certificate is emailed to them. The facility is available on Digi Locker for 2020 records and is expected to help foreign students and those unable to open a Digi Locker account.

Company involved
Central Board of Secondary Education (CBSE)
AI system involved
Facial Recognition System

10 source articles · read the reporting →

Dartmouth Medical School charges 17 students with cheating based on tracking system.

Dartmouth College's Geisel School of Medicine charged 17 students with cheating on remote exams during the pandemic. The charges were based on secret tracking of student activity on the learning management system. Critics say the system is prone to errors and inappropriate for monitoring students.

Company involved
Dartmouth College Geisel School of Medicine

10 source articles · read the reporting →

WF-I6R3LD1 Mar 2023

Stanford takes down Alpaca AI demo over safety and cost concerns

Stanford University took down the web demo of its Alpaca AI language model due to safety and cost concerns. The model, based on Meta's LLaMA, was fine-tuned to follow instructions but could generate misinformation and toxic text. Researchers decided to remove the demo after it became publicly accessible, citing inadequate content filters and rising hosting costs.

Company involved
Stanford University
AI system involved
Alpaca

10 source articles · read the reporting →

WF-JAFZJY1 Mar 2025

South Korea's AI textbook program rolled back after complaints

South Korea's Ministry of Education launched AI-powered digital textbooks in March 2025 for math, English, and computer science. Students, teachers, and parents complained about technical problems, inaccuracies, and data privacy risks. After four months, the textbooks were stripped of official status and made optional. The program was criticized for being rushed and insufficiently tested.

Company involved
South Korean Ministry of Education
AI system involved
AI-powered textbooks

7 source articles · read the 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-7YJTZ215 Feb 2024

University of Michigan halts vendor offering student data for AI training

The University of Michigan asked a vendor to stop work after a LinkedIn message offered to license student data for AI training for $25,000. The data came from past research studies and did not contain personal identifiers. The university stated that student data was never for sale and that the vendor had shared inaccurate information. The vendor was asked to halt their work.

Company involved
University of Michigan

5 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-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-HCNIXO1 Dec 2007

Oxford Town Centre CCTV dataset used without consent for AI research

The Oxford Town Centre dataset is a CCTV video of pedestrians in Oxford, England, captured from a public surveillance camera without the knowledge or consent of the approximately 2,200 people shown. The footage was used in over 60 research projects, including commercial research by Amazon, Disney, and Huawei, for developing facial recognition, sex classification, and social distancing algorithms. The dataset was taken down in June 2020, but no remediation was provided to the individuals depicted.

Company involved
University of Oxford
AI system involved
Oxford Town Centre dataset

5 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 →

WF-NE7SI21 Jan 2012

UCCS professor secretly photographed over 1,700 people for facial recognition research

A University of Colorado Colorado Springs professor, Terrance Boult, led a project that secretly photographed more than 1,700 students, faculty, and passers-by on campus in 2012-2013 to improve facial recognition technology. The photos were published as a public dataset from 2016 until April 2019. University officials defended the research, but a law professor questioned the ethics of the surveillance without consent.

Company involved
University of Colorado Colorado Springs

10 source articles · read the reporting →

WF-GV5HWV21 Oct 2019

Starship delivery robots blocked wheelchair users at University of Pittsburgh

In October 2019, Starship Technologies' autonomous delivery robots blocked wheelchair users on the University of Pittsburgh campus. Doctoral student Emily Ackerman reported that a robot blocked the only accessible sidewalk entrance, trapping her near traffic. Another wheelchair user, Alisa Grishman, had a similar incident earlier that month. The university and Starship paused the robot program for review.

Company involved
Starship Technologies
AI system involved
Starship delivery robot

4 source articles · read the reporting →

WF-2PVWQU31 May 2026

CBSE OnMark portal vulnerability exposed student data to Google Gemini

A 19-year-old ethical hacker, Nisarga Adhikary, claimed to have hacked the CBSE's digital evaluation ecosystem, revealing that personal information of students was processed by Google's Gemini in automation scripts. The Central Board of Secondary Education (CBSE) stated on May 31, 2026, that the identified vulnerabilities had been contained and other exploitable weaknesses were being ruled out. The board expressed gratitude to alert citizens and ethical hackers who pointed out the weaknesses. No actual data breach was confirmed, but the incident raised concerns about student privacy.

Company involved
Central Board of Secondary Education (CBSE)
AI system involved
OnMark

1 source article · read the reporting →

WF-5TENXX1 Aug 2023

Vanderbilt, Northwestern and University of Texas stop using Turnitin AI detector over false cheating accusations

Several US universities, including Vanderbilt, Northwestern and the University of Texas, have stopped using Turnitin's AI detection tool over concerns that it falsely marks student essays as written by ChatGPT. Vanderbilt estimated that the tool's 1% false-positive rate could have wrongly labelled about 750 of 75,000 papers submitted last year. A Texas professor came under fire for failing half his class after the software identified their essays as AI-generated. Turnitin said its technology is not meant to replace educators' professional discretion.

Company involved
Multiple universities (Vanderbilt University, Northwestern University, University of Texas)
AI system involved
Turnitin's AI detection tool

9 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-67SP4W1 Jan 2016

Duke University MTMC Dataset Used in Authoritarian Surveillance Research

Duke University created and openly distributed the Duke MTMC dataset, containing surveillance footage of approximately 2,000 students and visitors on campus. The dataset was used by numerous organisations, including Chinese military-linked companies like SenseTime and Hikvision, for developing person re-identification and facial recognition technologies. Following an investigation by exposing.ai and the Financial Times, Duke University terminated the dataset in May 2019. The incident highlights the privacy risks of academic datasets being repurposed for mass surveillance without consent.

Company involved
Duke University
AI system involved
Duke MTMC

1 source article · read the reporting →

WF-BOY9DE1 Dec 2023

San Jose is training AI to spot homeless encampments in first US pilot

San Jose has been running a pilot in which cameras on a municipal vehicle feed computer vision software being trained to detect lived-in vehicles and homeless encampments in District 10. The scheme, believed to be the first of its kind in the US, has prompted concern among housing advocates that it could be used to punish and displace unhoused residents. The city says the aim is to respond more efficiently to complaints about encampments and that the footage is not being actively monitored for law enforcement.

Company involved
City of San Jose

10 source articles · read the reporting →

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