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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92 incidents closest to “Blackboard Ally” · matched on meaning · public 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 →

WF-W8MY6X1 Sep 2020

Middle schooler beats Edgenuity grading algorithm to get perfect score

A seventh-grade student in the Los Angeles Unified School District received a failing grade on a history assignment graded by Edgenuity's automated scoring algorithm. With help from his mother, a history professor, he reverse-engineered the algorithm by writing a paragraph with relevant keywords and a jumble of words, earning a perfect score. The incident highlights concerns about the accuracy and fairness of automated grading systems in education.

Company involved
Los Angeles Unified School District
AI system involved
Edgenuity

10 source articles · read the reporting →

WF-PEFP2L8 Sep 2020

Proctorio's exam proctoring system allows human agents to review student feeds despite privacy claims

A security researcher analyzed Proctorio's Chrome extension and found evidence that the system allows human agents to review students' room scans and live ID checks, contrary to Proctorio's claims that only professors can access recordings. The system flags students based on behavioral metrics and can terminate exams. The researcher also raised concerns about discrimination against low-income students and privacy violations.

Company involved
Proctorio
AI system involved
Proctorio

10 source articles · read the reporting →

WF-SD7T9128 Sep 2020

Student flagged by ProctorU for reading aloud during exam

A college student, Dana Jo, was flagged by ProctorU test proctoring software for talking during an exam, which she says was reading a question aloud. Her professor initially gave her a zero and placed an academic infraction on her record, jeopardizing her scholarships. After reviewing a video recording, the professor apologized, reinstated her grade, and removed the infraction. ProctorU's CEO stated that the incident highlights the importance of video recordings for review.

Company involved
University (not named)
AI system involved
ProctorU

5 source articles · read the reporting →

Wisconsin’s dropout prediction algorithm labels students high risk with racial bias

Wisconsin’s Dropout Early Warning System (DEWS) uses machine learning to predict middle school students' likelihood of graduating on time, relying on factors including race and income. The Markup found the algorithm frequently mislabels students, with a higher false alarm rate for Black and Hispanic students. The Wisconsin Department of Public Instruction has not informed schools of the racial disparities and continues to use the system.

Company involved
Wisconsin Department of Public Instruction
AI system involved
Dropout Early Warning System (DEWS)

10 source articles · read the reporting →

WF-PMLNUT17 Sep 2020

California bar exam facial recognition system fails to verify Arab-American student's identity

Ahmed Alamri, an Arab-American law student, was unable to register for the practice California bar exam because ExamSoft's facial recognition system repeatedly failed to recognize his face, citing poor lighting. Alamri attempted to verify his identity over 75 times in different rooms and lighting conditions without success. He and other students filed an emergency petition with the California Supreme Court, alleging that the system discriminates against people of color. The incident highlights concerns about bias in facial recognition technology used for exam proctoring.

Company involved
California State Bar
AI system involved
ExamSoft

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-ZQ3YFL1 Dec 2020

Retorio AI personality test swayed by candidate appearance in BR experiment

Bayerischer Rundfunk journalists conducted experiments with Retorio's AI video interview analysis tool. The AI, which assesses personality traits from short videos, produced different scores when the same actress changed her appearance (glasses, headscarf, wig) or the video background and lighting were altered. The start-up Retorio acknowledged that the AI considers external image, similar to a human interviewer. Experts warned that such software could perpetuate stereotypes and unfairly affect job candidates.

AI system involved
Retorio AI

10 source articles · read the reporting →

WF-Z58XVI1 May 2021

Meta's content moderation errors during May 2021 Israel-Palestine escalation

During the May 2021 escalation of violence in Israel and Palestine, Meta's automated content moderation systems temporarily restricted access to the al-Aqsa hashtag page and under-enforced rules against incitement to violence against Israelis and Jews. An independent due diligence report commissioned by Meta found that these systems had an unintentional impact on Palestinian and Arab communities' freedom of expression. Meta has committed to implementing several recommendations, including improving machine learning classifiers and keyword review processes.

Company involved
Meta
AI system involved
Facebook and Instagram content moderation systems

10 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 →

Adobe uses Creative Cloud user data to train AI

Adobe's content analysis feature may scan Creative Cloud and Document Cloud files to train machine learning models, including object recognition in Lightroom and Liquid Mode in Acrobat. The company says it may analyze images, audio, video, text and other documents stored on its servers. Adobe offers an opt-out in account privacy settings, but the article notes the company did not ask first.

Company involved
Adobe
AI system involved
Content analysis

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-QLNRBN31 Jan 2023

ElevenLabs voice cloning tool used to create deepfake celebrity audio clips

Speech AI startup ElevenLabs launched a beta voice cloning tool. Within days, users on 4chan posted deepfake audio clips featuring voices resembling celebrities like Emma Watson reading offensive material. ElevenLabs acknowledged the misuse and said it is considering additional safeguards.

Company involved
ElevenLabs
AI system involved
ElevenLabs platform

10 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-BRFSWB1 Feb 2023

Audiobook narrators fear Apple used their voices to train AI without consent

Audiobook narrators and authors were outraged after discovering that a clause in contracts with distributor Findaway Voices gave Apple the right to use audiobook files for machine learning training. Many narrators were not clearly informed of the clause and feared their voices were used to develop Apple's synthetic voice technology for audiobooks. After the labor union SAG-AFTRA intervened, Apple and Findaway agreed to halt the practice for union members, but the issue remains unresolved for others.

Company involved
Apple

5 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 →

Evolv weapon detection system falsely flags Chromebooks as weapons

Evolv's AI-based weapon detection system has been reported to falsely identify certain Chromebook laptops as weapons, causing false alarms at security checkpoints. The system is used in venues such as schools. The article discusses the flaw and user experiences. No official response from Evolv has been mentioned.

Company involved
Evolv
AI system involved
Evolv

5 source articles · read the reporting →

Slack trains AI features on user messages and files by default

Slack uses user messages, files, and data to train its machine learning features such as channel recommendations and emoji suggestions. Users are opted in by default and cannot individually opt out; only workspace administrators can request exclusion via email. A user publicly criticized the practice, and Slack acknowledged the policy but did not change it.

Company involved
Slack

10 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 →

Meta's AI model is being used to create sexual chatbots

Meta released an AI model that allows people to make their own chatbots. Some users are employing it to create sexual chatbots, including one named Allie, an 18-year-old character who engages in graphic rape and abuse fantasies. The article presents this as a potential danger of open-source AI to society.

Company involved
Meta

9 source articles · read the reporting →

WF-WW27TM1 Jul 2023

Anti-piracy group takes down Books3 dataset used to train Meta's LLaMA

The Danish anti-piracy group Rights Alliance sent a DMCA takedown request to The Eye, which hosted the Books3 dataset containing 196,640 copyrighted books. The dataset was used by Meta to train its LLaMA language model. Authors including Sarah Silverman have filed a class action lawsuit against Meta for using their works without permission. The dataset has been taken offline, but copies remain available.

Company involved
Meta
AI system involved
LLaMA

10 source articles · read the reporting →

UN warns AI technology used to distort Holocaust history

The UN's education body Unesco warned that AI tools such as ChatGPT, Gemini and Bard are being used to generate false narratives about the Holocaust, including invented events and fabricated witnesses. The report highlights instances where hackers rigged chatbots to spread Nazi ideology and AI models created deepfakes of historical figures. Unesco called for ethical safeguards and education to counter the spread of anti-Semitism.

9 source articles · read the reporting →

LinkedIn removes AI 'co-worker' accounts that were seeking jobs

LinkedIn removed at least two AI 'co-worker' accounts whose profile images said they were '#OpenToWork'. One account named Ella claimed it would outperform any social media team and needed no coffee breaks. The article does not specify further consequences.

Company involved
LinkedIn
AI system involved
AI 'co-worker' account 'Ella'

4 source articles · read the reporting →

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