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.
121 incidents closest to “Panorama Student Success” · matched on meaning · public reporting
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.
7 source articles · read the reporting →
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.
1 source article · read the reporting →
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.
9 source articles · read the reporting →
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.
5 source articles · read the reporting →
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.
6 source articles · read the reporting →
A ProPublica study found that Princeton Review's geographically-determined pricing system charges Asian American students almost twice as likely as other ethnicities to pay the highest prices for online SAT tutoring. The system sets prices based on location, with higher prices in areas like New York City where Asian Americans are concentrated. Princeton Review stated that prices reflect local costs and competition, but the disparity raises concerns about racial discrimination in automated pricing.
7 source articles · read the reporting →
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 →
A 16-year-old student in Greater Noida died by suicide on 23 December 2025 after school authorities questioned her over suspected use of AI tools during a pre-board exam. Her father alleges that teachers and the principal publicly humiliated her, causing severe emotional distress, and has filed a police complaint for abetment of suicide. The school denies harassment, stating they followed CBSE protocols, and has provided CCTV footage to police. The incident is under investigation.
1 source article · read the reporting →
Students at Richland Township School District allegedly used artificial intelligence to create and distribute obscene images of other students. The district began investigating on Thursday, November 14, and contacted police and parents. Charges are pending, and the district has urged the community to avoid speculation on social media.
2 source articles · read the reporting →
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'.
10 source articles · read the reporting →
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.
1 source article · read the reporting →
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.
10 source articles · read the reporting →
The Xuhui District branch of the Shanghai Municipal Bureau of Public Security is expanding its Intelligent Image Recognition System, adding 2,500 facial recognition cameras and increased computing capacity to build profiles of residents and flag deviations. The project, contracted to US-sanctioned FiberHome, is designed to match each face to files on more than 50 million people. Officials say the system will analyse behaviour patterns and trigger early warnings.
3 source articles · read the reporting →
Students at St. Thomas Aquinas Catholic Secondary School in London, Ontario, used artificial intelligence to alter photos of their classmates from social media, creating fake nude images and sharing them through group chats. The school sent a letter to parents warning of disciplinary measures, and London police are investigating. A 16-year-old victim said she feels humiliated and embarrassed, and students are calling for more education on AI misuse.
5 source articles · read the reporting →
A 17-year-old Black student at Broward College was flagged by Honorlock, a remote proctoring system, during an online biology exam in February 2022. Her professor reviewed the recording and accused her of academic dishonesty for looking down and away from the screen; the college found her responsible for noncompliance and gave her a zero and a warning. The student says she was only thinking and fidgeting, and the article reports that the video is ambiguous. Honorlock says it does not definitively identify cheaters and the final decision rests with the school.
2 source articles · read the reporting →
In February 2025, an undergraduate student at Northeastern University noticed that a professor's presentation contained misspellings and distorted images, leading her to suspect it was AI-generated. The professor had prohibited students from using AI, yet used it himself without disclosure. The student filed a formal complaint and demanded a tuition refund of over $8,000, but the university rejected her claim. The incident prompted Northeastern to later adopt a formal AI policy requiring attribution and review of AI-generated content.
2 source articles · read the reporting →
A 15-year-old student at Deltona High School wrote a threat on his school laptop, which was flagged by the Gaggle monitoring system. The alert notified a school resource deputy, who detained the student before he could leave. The teen admitted to the threat, saying he was angry about being bullied, and was arrested on a second-degree felony charge.
1 source article · read the reporting →
Thierry Rignol, a top student in Yale's Executive MBA program, was accused of using AI on a final exam after the detection tool GPTZero flagged his answers. Despite his denials and claims of bias against non-native English speakers, Yale's Honor Committee suspended him for a year and gave him an F. Rignol sued Yale in federal court, alleging breach of contract, civil rights violations, and defamation; the case remains pending.
1 source article · read the reporting →
The Electronic Privacy Information Center (EPIC) filed a complaint with the District of Columbia attorney general against five exam proctoring companies—Respondus, ProctorU, Proctorio, Examity, and Honorlock—alleging unfair and deceptive business practices. The companies are accused of using opaque AI algorithms to flag cheating and collecting excessive biometric data from students. Students have reported that the facial recognition software fails to detect dark skin tones, preventing them from taking exams. EPIC has also sent demand letters threatening civil suits if the companies do not stop their practices.
10 source articles · read the reporting →
In October 2022, a student at Proctor High School in Utica, New York, was stabbed with a knife that the Evolv Express AI weapons scanner failed to detect. The school district had installed the system in 13 schools. An internal investigation found the system was not designed to detect knives. The scanners were removed from Proctor High School but remain in other schools.
10 source articles · read the reporting →
Minneapolis Public Schools deployed Gaggle, an AI-powered surveillance system, to monitor students' school-issued Google and Microsoft accounts during remote learning. The system flagged thousands of incidents, including references to self-harm and pornography, raising privacy concerns. Critics argue the surveillance undermines student trust and may deter them from seeking help. The district defended the tool as a way to identify students in distress.
9 source articles · read the reporting →
A female student with dark skin at Vrije Universiteit Amsterdam alleges that the Proctorio anti-cheating software used during online exams in the 2020/21 academic year discriminated against her on the basis of race. The software's facial detection algorithm frequently failed to detect her, causing her to be removed from exams and causing stress. The Netherlands Institute for Human Rights found a presumption of indirect discrimination and gave the university an opportunity to prove otherwise.
10 source articles · read the reporting →
Parents of students at Alpha School in Brownsville, Texas, allege that the school's AI-driven learning software caused their children psychological distress and physical harm. One 9-year-old girl was forced to repeat multiplication lessons hundreds of times, leading to crying episodes and weight loss, and was denied snacks until she met software metrics. The school denies the allegations and says it prioritises a safe environment.
5 source articles · read the reporting →
An AI-powered weapon detection system called Omnilert failed to detect a handgun carried by a 17-year-old student at Antioch High School in Nashville, Tennessee, on 22 January 2025. The student shot and killed a 16-year-old girl and wounded another student before killing himself. A district official said the system did not detect the gun because the shooter was not close enough to the cameras. The system was activated by police brandishing their weapons during the response.
6 source articles · read the reporting →
