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La surveillance d'examen par IA n'a pas détecté les visages noirs 57 % du temps, et l'entreprise a poursuivi un critique de l'UBC pendant cinq ans.

Survenu: 1 mars 2020 (month) au 12 novembre 2025 Signalé: 1 septembre 2020

In March 2020, COVID-19 forced the University of British Columbia to cancel in-person exams, and Proctorio's AI-powered proctoring software was rapidly deployed across the campus to over 50,000 students. The system monitored students through webcams, microphones, and screen recording during online assessments, using facial detection to verify student identity and behavioral analysis — including eye tracking, head movement monitoring, and room scanning — to flag potential cheating.

In April 2021, independent researcher Lucy Satheesan published findings that Proctorio's facial detection component used OpenCV, an open-source computer vision library. Satheesan analyzed the Chrome extension code, identified file names identical to OpenCV's facial detection functions, and tested the models against approximately 11,000 faces from the FairFaces dataset. The results showed a 57% failure rate for Black faces, compared to 41% for Middle Eastern faces and 33–40% for other groups (BCcampus, 2024). This meant racialized students were disproportionately flagged for "absence" during exams they were actively taking. Proctorio has publicly disputed claims of racial bias in its software. Students described the experience: "There's no reason I should have to collect all the light God has to offer, just for Proctorio to pretend my face is still undetectable."

In June 2020, CEO Mike Olsen (posting as u/artfulhacker on Reddit) publicly released a UBC student's private chat logs with Proctorio support in response to a complaint (The Ubyssey, 2020). In August 2020, Ian Linkletter, a learning technology specialist at UBC's Faculty of Education, tweeted links to Proctorio's own unlisted YouTube training videos showing features including Room Scan, Behaviour Flags, and Abnormal Head Movement detection. On September 1, 2020, Proctorio filed a lawsuit in BC Supreme Court alleging copyright infringement (Electronic Frontier Foundation, 2021). The next day, Proctorio obtained an ex parte injunction — without notifying Linkletter — preventing him from sharing further materials. The Electronic Frontier Foundation characterized the suit as a "classic SLAPP" designed to silence criticism (Electronic Frontier Foundation, 2021).

On March 17, 2021, UBC's Vancouver Senate voted 55–6 to restrict automated remote invigilation tools with algorithmic analysis, effective immediately (The Ubyssey, 2021). A delay amendment failed 14–46. Teaching and Learning Committee chair Joanne Fox stated that the racial discrimination concerns were "grave" enough to warrant immediate restriction. UBC's Okanagan Senate passed a matching motion on March 25. Several faculties — Arts, Science, Education, Dentistry, Forestry, and Land and Food Systems — discontinued Proctorio, while professional programs with external accreditation requirements retained limited exceptions.

The lawsuit continued for 1,899 days (The Ubyssey, 2025). Linkletter's anti-SLAPP application under BC's Protection of Public Participation Act was largely dismissed by Justice Warren Milman in March 2022; the BC Court of Appeal upheld the ruling in April 2023; the Supreme Court of Canada declined to hear the case in 2024. A community defense fund raised $85,915 CAD, and Norton Rose Fulbright eventually provided pro bono representation. On November 12, 2025, Proctorio filed a Consent Dismissal Order ending the case (The Ubyssey, 2025). There was no monetary exchange (The Ubyssey, 2025). A narrowed injunction restricting access to Proctorio's Help Centre remains in place, though Linkletter stated this does not meaningfully impact his freedom of expression.

Similar complaints arose at Concordia University (where over 3,500 students signed a petition against Proctorio), the University of Toronto, and the University of Ottawa. McGill University declined to adopt proctoring software entirely, opting for open-book and take-home alternatives. A Canadian legal analysis found that online proctoring biometrics fail to meet Canada's legal threshold of consent for biometric data collection (Canadian Lawyer, 2022).

Préjudices

Le logiciel de détection faciale de Proctorio, basé sur OpenCV, n'a pas détecté les visages noirs dans 57 % des cas selon des tests indépendants réalisés par la chercheuse Lucy Satheesan sur le jeu de données FairFaces, entraînant le signalement disproportionné d'étudiants racisés comme « absents » pendant des examens qu'ils passaient activement.

Discrimination et droitsVie privée et donnéesSurveillance disproportionnéeImportantGroupe

Plus de 50 000 étudiants de UBC ont été soumis à une surveillance invasive — surveillance par webcam, balayage de pièce, suivi oculaire et enregistrement de frappes clavier — lors d'examens à enjeux élevés dans leurs domiciles privés, sans possibilité pratique de refuser. Les étudiants en situation de handicap, les étudiants neuroatypiques et les parents qui allaitaient ont fait face à des obstacles disproportionnés.

Discrimination et droitsVie privée et donnéesSurveillance disproportionnéeModéréPopulation

Proctorio a intenté une poursuite-bâillon de 1 899 jours contre Ian Linkletter, spécialiste en technologie d'apprentissage à UBC, pour avoir partagé des liens vers les propres vidéos YouTube accessibles au public de Proctorio, étouffant la liberté académique et la critique légitime de l'IA éducative. La défense a coûté à Linkletter ce qu'il a décrit comme « ses économies de vie dix fois ».

Discrimination et droitsVie privée et donnéesSurveillance disproportionnéeImportantGroupe

Preuves

7 rapports

  1. Autre — Electronic Frontier Foundation (10 févr. 2021)

    Proctorio filed lawsuit against UBC employee Ian Linkletter for linking to publicly viewable videos

  2. Média — The Ubyssey (17 mars 2021)

    Senate voted 55-6 to restrict automated remote invigilation tools

  3. Académique — BCcampus (16 oct. 2024)

    Proctorio's facial detection failed to detect Black faces 57% of the time

  4. Proctorio lawsuit ends Source principale
    Média — The Ubyssey (12 nov. 2025)

    Consent Dismissal Order filed November 12, 2025 after 1,899 days; no monetary exchange

  5. Média — The Ubyssey (30 juin 2020)

    Proctorio CEO publicly released a student's private chat logs

  6. Officiel — AMS of UBC (26 févr. 2021)

    UBC student union position on Proctorio and remote invigilation

  7. Média — Canadian Lawyer (2 déc. 2022)

    Canadian report found online proctoring biometrics fail to meet legal threshold of consent

Détails de la fiche

Réponses et résultats

Proctorioinstitutional actionActif

CEO Mike Olsen publicly released a student's private chat logs on Reddit in response to a complaint, later deleting the transcript but claiming the information was anonymized

Proctoriocourt decisionActif

Filed lawsuit against Ian Linkletter in BC Supreme Court alleging copyright infringement; obtained ex parte injunction on September 2 without notifying Linkletter

Proctorioinstitutional actionActif

Filed Consent Dismissal Order ending the lawsuit after 1,899 days; no monetary exchange; existing injunction restricting access to Proctorio Help Centre remains

Évaluation éditoriale évalué

Un système de surveillance d'examens par IA déployé à UBC présentait un biais racial dans la détection faciale, avec un taux d'échec de 57 % pour les visages noirs selon des tests indépendants (BCcampus, 2024). Le développeur a intenté une poursuite de 1 899 jours contre un employé de UBC qui avait partagé des liens vers des vidéos de formation accessibles au public (Electronic Frontier Foundation, 2021; The Ubyssey, 2025). Les sénats académiques de UBC ont voté 55 contre 6 pour restreindre la surveillance automatisée (The Ubyssey, 2021), et l'affaire a mis à l'épreuve la loi anti-poursuite-bâillon de la C.-B. dans un contexte d'IA. D'autres universités canadiennes, dont Concordia, U de T et l'Université d'Ottawa, ont fait face à des plaintes similaires, tandis que McGill a refusé d'adopter un logiciel de surveillance.

Entités impliquées

Proctorio
developerdeployer

Systèmes d'IA impliqués

Proctorio Remote Proctoring Software

AI-powered exam proctoring software deployed at UBC and other Canadian universities during COVID-19 remote learning, using OpenCV-based facial detection that exhibited significant racial bias and invasive monitoring including webcam recording, eye tracking, room scanning, and behavioral flagging

Taxonomieévalué

Domaine
Éducation
Type de préjudice
Discrimination et droitsVie privée et donnéesSurveillance disproportionnée
Voie de contribution de l'IA
Origine de développementContexte de déploiementOrigine des données d'entraînement
Phase du cycle de vie
DéploiementApprovisionnement

AIID : Incident #424

Historique des modifications

Historique des modifications
VersionDateModification
v18 mars 2026Initial publication
v211 mars 2026Neutrality and factuality review: removed four fabricated policy recommendation attributions (UBC Senate motion restricted invigilation tools but did not recommend 'bias audits before procurement'; EFF, Canadian Lawyer, and AMS recommendations are editorial syntheses not found in cited sources). Narrative facts verified — no changes needed (lawsuit date, outcome, and Senate action already accurately stated).

Version 2