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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44 incidents closest to “Gradescope Institutional” · matched on meaning · public reporting

WF-YP3NW31 Oct 2025

Korean universities introduce anti-cheating measures after AI misconduct

Students at Korea University, Yonsei University, and Seoul National University allegedly used generative AI tools like ChatGPT to cheat on online exams and quizzes. Korea University voided a midterm exam and plans to implement randomized questions and monitoring software for the affected course. Yonsei University has AI use guidelines but acknowledges they are not enforceable, while Seoul National University held a retest for one class. Investigations are ongoing, and it remains unclear whether students will face disciplinary action.

Company involved
Korea University, Yonsei University, Seoul National University
AI system involved
ChatGPT

3 source articles · read the reporting →

WF-2E398O21 Aug 2024

Udemy automatically opts instructors into AI training with limited opt-out window

Udemy automatically opted instructors into having their classes used to train its generative AI program. Instructors were given a three-week window to opt out, which has now passed, leaving some unable to remove their content. Katie Stegs, an instructor, said she only found out via an email welcoming her to the program and found the opt-out option greyed out. Udemy defended the policy, citing the technical difficulty of removing data from AI models, while some instructors have left the platform in protest.

Company involved
Udemy
AI system involved
Generative AI Program (GenAI Program)

6 source articles · read the reporting →

AI detector scores banned as evidence at Yale and Johns Hopkins, vendor conflict exposed - Pasquale Pillitteri

The system flagged student assignments as AI-generated, potentially leading to academic misconduct accusations.

Company involved
Yale University and Johns Hopkins University
AI system involved
Turnitin AI detector

1 source article · read the reporting →

WF-Y5CA8L1 Dec 2022

Furman University student caught using ChatGPT to write essay

A student at Furman University allegedly used OpenAI's ChatGPT to generate an essay for an upper-level philosophy class. Professor Darren Hick detected the AI-generated text using the GPTZero detection tool. The incident highlights growing concerns about AI-assisted cheating in schools, with some districts like Los Angeles Unified blocking the chatbot.

Company involved
Furman University
AI system involved
ChatGPT

10 source articles · read the reporting →

WF-T470N61 Nov 2024ZH-CN

Student Overturns AI Cheating Accusation in Court, Three Others Lose

一名学生在法庭上推翻 AI 作弊指控,另外三人败诉 - Pasquale Pillitteri

New York's Nassau County Supreme Court vacated Adelphi University's disciplinary action against student Orion Newby, who had been accused of using AI, finding the university's conclusion lacked a reasonable basis and that it had ignored exculpatory evidence and his disability status. In three other recent cases, courts upheld decisions by schools or universities.

Company involved
Adelphi University
AI system involved
Turnitin

1 source article · read the reporting →

WF-9YB8BH1 Mar 2020

University of Illinois Ends Proctorio Contract Over Accessibility Concerns

The University of Illinois at Urbana-Champaign announced it will not renew its emergency contract with Proctorio, an online proctoring software, citing significant accessibility, privacy, and equity concerns. Students reported that the AI system unfairly flagged individuals with disabilities, nonwhite students, and those wearing headscarves as suspicious during exams. The decision follows student petitions and campaigns against the software, which they described as invasive spyware. The university is exploring alternative assessment methods.

Company involved
University of Illinois at Urbana-Champaign
AI system involved
Proctorio

6 source articles · read the reporting →

WF-Z8TT5D1 Dec 2020

University of Toronto exam monitoring software disadvantages BIPOC students

The University of Toronto continued using ProctorU and Examity exam monitoring software despite reports that the facial recognition technology fails to identify BIPOC students, causing stress and delays. Students like Maame Adjoa experienced the AI system being unable to verify their identity, requiring manual intervention. The university acknowledged the equity concerns but has not banned the software, while ProctorU stated that human proctors make final decisions. The issue has drawn criticism from US senators and researchers who highlight built-in bias in AI facial recognition.

Company involved
University of Toronto
AI system involved
ProctorU, Examity

1 source article · read the reporting →

WF-76437T1 Jan 2020

University of Texas at Austin Stops Using Biased Ph.D. Admissions Algorithm

The University of Texas at Austin's computer science department used a machine-learning system called GRADE from 2013 to 2020 to score Ph.D. applicants. Critics argued the system perpetuated bias by training on past admissions decisions and using features like institution prestige and biased language in recommendation letters. The department discontinued the system in 2020, citing maintenance difficulties, but the controversy highlighted concerns about algorithmic fairness in admissions. The system was never disclosed to applicants, and its impact on underrepresented groups remains unknown.

Company involved
University of Texas at Austin
AI system involved
GRADE

2 source articles · read the reporting →

WF-MGZUM91 Sep 2023

AI detector falsely accuses student of cheating at Central Methodist University

Moira Olmsted, a student at Central Methodist University, submitted a written assignment and received a zero grade after her professor said an AI detection tool flagged her work as AI-generated. Olmsted alleges the accusation was false and that her writing had been flagged at least once before. The incident highlights the risk of AI detectors falsely accusing students of cheating.

Company involved
Central Methodist University

1 source article · read the reporting →

WF-E6S3EX6 Jul 2020

International Baccalaureate's Secret Algorithm Downgrades Students, Jeopardising College Admissions

In July 2020, the International Baccalaureate (IB) program used a statistical model to predict final grades for over 170,000 students after cancelling exams due to Covid-19. Many students, including Anahita Nagpal, received lower-than-expected scores, causing them to lose college places and scholarships. Students, parents, and teachers questioned the fairness and transparency of the algorithm, with over 15,000 signing a petition demanding a fairer approach. IB defended the model but offered an appeals process, while some students planned to retake exams at their own expense.

Company involved
International Baccalaureate

1 source article · read the reporting →

WF-MZ24NZ1 Sep 2020

Universities' use of race in student risk algorithms harms Black and Latinx students

The Markup found that several universities, including UMass Amherst, UW–Milwaukee, and Texas A&M, use EAB's Navigate software which incorporates race as a predictor of student dropout risk. The algorithms label Black and Latinx students as high risk at disproportionately high rates compared to White students. Students, professors, and experts worry this is pushing minority students out of math and science majors through biased advising.

Company involved
University of Massachusetts Amherst,University of Wisconsin–Milwaukee,Texas A&M University,Texas Tech University,South Dakota State University
AI system involved
Navigate

1 source article · read the reporting →

WF-GF77UM31 Mar 2023

Turnitin's AI Detector Falsely Flags Student's Essay as AI-Generated

A Washington Post test of Turnitin's new AI writing detector found it erroneously flagged 8% of a high school student's original essay as likely generated by ChatGPT. The student, Lucy Goetz, had not used AI, raising concerns about false accusations of cheating. Turnitin acknowledged the issue and added a caution flag, but educators worry about the potential for baseless academic-integrity investigations. The incident highlights the challenges of detecting AI-generated text and the need for careful human review.

Company involved
Turnitin
AI system involved
Turnitin AI writing detector

1 source article · read the reporting →

Parents sue Hingham Public Schools over AI project D grade

The parents of a Hingham High School senior allege the school unfairly punished him for using AI on a social studies project, giving him a D and Saturday detention despite no handbook rule against AI. They say the grade kept him out of the National Honor Society and threatens his applications to top-tier colleges. The family sued Hingham High School administration and the school district in Plymouth County District Court, seeking a grade change and NHS admission. Hingham Public Schools has declined to comment, citing ongoing litigation.

Company involved
Hingham Public Schools

2 source articles · read the reporting →

WF-L5NTEZ27 Oct 2014

Teachers find no value in SAS EVAAS system in Southwest School District

A study examined the SAS Education Value-Added Assessment System (EVAAS®) used by the Southwest School District (SSD) to evaluate teacher effectiveness for high-stakes consequences. Teachers reported that the system produced inconsistent results, was biased by student factors, and reduced morale and collaboration. The study found that teachers did not use the data formatively as intended, and unintended consequences included heightened pressure and teaching to the test.

Company involved
Southwest School District (SSD)
AI system involved
SAS Education Value-Added Assessment System (EVAAS®)

10 source articles · read the reporting →

WF-Q4W37M1 Sep 2020

Irish Government's Leaving Cert grading algorithm errors affect thousands of students

In 2020, the Irish government used an algorithm to calculate Leaving Certificate grades due to the pandemic. Coding errors resulted in over 6,000 students receiving lower grades than they should have, while nearly 8,000 received higher grades. The government asked third-level institutions to create extra places for affected students, but the situation remained unresolved. The incident highlighted broader concerns about algorithmic transparency and bias.

Company involved
Department of Education (Ireland)
AI system involved
Leaving Cert grading algorithm

2 source articles · read the reporting →

WF-QY8DEQ26 Jun 2025

Hanoi students caught using AI to cheat in graduation exam

Two students in Hanoi used mobile phones to photograph questions from the national high school graduation exam and submitted them to AI apps like StudyX, Gemini, and ChatGPT for answers. Proctors detected the cheating, and the students were suspended. Hanoi police are investigating the incident, which has raised concerns about exam security and integrity. The students face disqualification and possible administrative or criminal penalties.

AI system involved
StudyX, Gemini, ChatGPT

2 source articles · read the reporting →

WF-R36DDB15 May 2023

Texas A&M Professor Uses ChatGPT to Falsely Accuse Students of Cheating

Jared Mumm, an instructor at Texas A&M University–Commerce, used ChatGPT to check if students' writing was AI-generated, leading him to accuse them of using the chatbot. He informed students they would receive an incomplete grade and those deemed guilty would get a zero, causing distress and temporarily withholding one student's diploma. The university investigated and stated that no students failed or were barred from graduating, and the professor is working individually with students to resolve the issue.

Company involved
Texas A&M University–Commerce
AI system involved
ChatGPT

5 source articles · read the reporting →

WF-RG29E91 Jul 2025

Researchers hide prompts to manipulate AI peer review

Nikkei found hidden prompts in 17 preprints on arXiv that instructed AI tools to give the papers positive reviews and ignore negatives. The manuscripts were linked to 14 academic institutions, including Waseda University, KAIST, Peking University, the National University of Singapore, the University of Washington and Columbia University. At least one paper was set to be withdrawn, while some researchers defended the prompts as a check on reviewers who improperly use AI.

Company involved
Multiple academic institutions
AI system involved
arXiv

1 source article · read the reporting →

Hangzhou No. 11 Middle School installs facial recognition system to monitor students

Hangzhou No. 11 Middle School has deployed a smart classroom behaviour management system, developed with Hikvision, that uses facial recognition to take attendance and analyse students' expressions and behaviour. The system alerts teachers when students appear inattentive. The school says it records only behavioural state information, not video, and that it will be installed in all classes. Some people have raised privacy concerns.

Company involved
杭州第十一中学
AI system involved
智慧课堂行为管理系统

10 source articles · read the reporting →

WF-SASGFE1 Sep 2018

Anderstorp gymnasium trials facial recognition to register student attendance

Anderstorp gymnasium in Skellefteå, Sweden, used a facial recognition system for a few weeks in autumn 2018 to automatically register students' attendance when they entered a classroom. The system, made by an unnamed manufacturer, replaced teachers' manual attendance records for one class. Pupils were mostly satisfied, and the school's principal described the technology as safe. Skellefteå municipality and the manufacturer are discussing a possible continuation, with the manufacturer recommending consultation with Datainspektionen before scaling up.

Company involved
Skellefteå kommun

10 source articles · read the reporting →

WF-EF57BQ1 Jan 2019

Beijing school uses Hanwang emotion recognition system to monitor student behaviour

Niulanshan First Secondary School in Beijing has installed Hanwang Technology's Classroom Care System, which photographs students every second and analyses their facial expressions and behaviour. The system sends weekly reports to teachers and parents, and one student was described as low participation in English class despite being recorded as focused 94% of the time. The school has been highlighted in a report by Article 19, which says such emotion recognition tools rely on junk science and risk eroding privacy and human rights.

Company involved
Niulanshan First Secondary School
AI system involved
Classroom Care System

10 source articles · read the reporting →

Chinese university deploys facial recognition for attendance monitoring

A university in eastern China has installed a facial recognition system at its entrance and in two classrooms to monitor student attendance and behaviour. The system automatically captures students' faces without their cooperation. The pilot project is intended to improve attendance rates. No specific incidents of harm have been reported.

10 source articles · read the reporting →

WF-961A0L1 Dec 2018

Educational Testing Service's E-rater algorithm biases essay scores against minority students

The Educational Testing Service's E-rater algorithm, used to grade essays on the GRE and other standardized tests, has been found to systematically give higher scores to students from mainland China and lower scores to African American students compared to human graders. The bias stems from the algorithm's reliance on surface-level metrics like vocabulary and sentence length, which disadvantage certain groups. Despite studies dating back to 1999, the bias persists, and in many states, only a small percentage of essays are reviewed by humans.

Company involved
Educational Testing Service
AI system involved
E-rater

10 source articles · read the reporting →

WF-8VKXFD28 Jun 2020

UBC students raise concerns over Proctorio's privacy breach and discrimination

The University of British Columbia (UBC) uses Proctorio, an algorithmic test proctoring software, for remote exams. In June 2020, a UBC student reported an issue with Proctorio, and the company's CEO released the student's support chat logs, sparking privacy concerns. The AMS of UBC published an open letter alleging that Proctorio discriminates against students of colour, those with disabilities, and other groups by flagging 'abnormal' behaviours and denying access. The letter calls on UBC to end its contract with Proctorio and conduct an external audit.

Company involved
University of British Columbia
AI system involved
Proctorio

10 source articles · read the reporting →

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