AI Incidents
Real-world cases where AI systems caused harm, classified by risk domain and entity. Data sourced from
AIID and classified by MIT AI Risk Initiative. CC BY-SA 4.0
961 incidents
Tinder's Personalized Pricing Algorithm Found to Offer Higher Prices for Older Users
Tinder’s personalized pricing was found by Consumers International to consider age as a major determinant of pricing, and could be considered a direct discrimination based on age, according to anti-discrimination law experts.
UK Visa Streamline Algorithm Allegedly Discriminated Based on Nationality
UK Home Office's algorithm to assess visa application risks explicitly considered nationality, allegedly caused candidates to face more scrutiny and discrimination.
UK Home Office's Sham Marriage Detection Algorithm Reportedly Flagged Certain Nationalities Disproportionately
UK Home Office's opaque algorithm to detect sham marriages flagged some nationalities for investigation more than others, raising fears surrounding discrimination based on nationality and age.
Oracle's Algorithmic Data Processing System Alleged as Unlawful and Violating Privacy Rights
Oracle's automated system involving algorithmic data processing was alleged in a lawsuit to have been unlawfully collecting personal data from millions of people and violating their privacy rights.
Facebook Automated Year-in-Review Highlights Showed Users Painful Memories
Facebook’s “Year in Review” algorithm which compiled content in users’ past year as highlights inadvertently showed painful and unwanted memories to users, including death of family member.
Employee Automatically Terminated by Computer Program
An employee was laid off, allegedly by an artificially intelligent personnel system, and blocked from access to the building and computer systems without their knowledge.
Uber Deployed Secret Program To Deny Local Authorities Rides
Uber developed a secret program "Greyball" which prevented known law enforcement officers in areas where its service violated regulations from receiving rides.
US DHS’s Opaque Vetting Software Allegedly Relied on Poor-Quality Data and Discriminated against Immigrants
US Citizenship and Immigration Services (USCIS)’s ATLAS software used in vetting immigration requests was condemned by advocacy groups as a threat to naturalized citizens for its secretive algorithmic decision-making, reliance on poor quality data and unknown sources, and alleged discrimination of immigrants using biometric and sensitive information.
Uber Autonomous Cars Running Red Lights
Uber vehicles equipped with technology allowing for autonomous driving running red lights in San Francisco street testing.
Kronos Scheduling Algorithm Allegedly Caused Financial Issues for Starbucks Employees
Kronos’s scheduling algorithm and its use by Starbucks managers allegedly negatively impacted financial and scheduling stability for Starbucks employees, which disadvantaged wage workers.
Robot kills worker at German Volkswagen plant
A Volkswagen plant robot "crushed to death" a worker by pinning him to a metal plate.
Tech Companies Reportedly Influenced Gig Workers' Behaviors Using Algorithms to Vary Pay for Same Amount of Work
Amazon and Uber were alleged in a multiyear ethnographic study using algorithmic systems based on gig workers' data to vary pay, such as by offering them lower wages for the same amount of work.
Misreading of an Automated License Plate Reader (ALPR) Unverified by Police, Resulting in Traffic Stop in Missouri
An automated license plate reader (ALPR) camera misread a 7 as a 2 and incorrectly alerted the local police about a stolen Oldsmobile car, which was allegedly not able to be verified by an officer before a traffic stop was effected on a BMW in Kansas City suburb.
Facebook's Auto-Generated Targeting Ad Categories Contained Anti-Semitic Options
Facebook's automated advertising categories generated using users' declared interests contained anti-Semitic categories such as "Jew hater" and "How to burn Jews" which were listed as fields of study.
Nest Smoke Alarm Erroneously Stops Alarming
In testing, Google Nest engineers demonstrated that the Nest Wave feature of their Nest Protect: Smoke + CO Alarm could inadvertently silence genuine alarms.