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https://www.productionai.institute/graph/events/evt-aiid-158

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Production AI Institute public record · AI Incident Database: Remote Proctoring Facial-Detection Software Reportedly Failed to Detect Black Student During Lab Quiz · observed 2022-02-14
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AI Incident Database: Remote Proctoring Facial-Detection Software Reportedly Failed to Detect Black Student During Lab Quiz

In February 2021, a Black college student, Amaya Ross, reportedly tried to take a remote biology lab quiz using proctoring software that could not detect her face. Ross said she spent 45 minutes changing lights, shades, position, and background before pointing an LED flashlight at her face so the app would work; the quiz itself was only 30 minutes.

AI Incident Database · Incident 158

Operator lens (medium): inspect D1 (input boundary), D2 (output validation), D6 (autonomy oversight).

Confidence
78%
Sources
2
Entities
9
Detected
detected 1615d ago

Event summary

In February 2021, a Black college student, Amaya Ross, reportedly tried to take a remote biology lab quiz using proctoring software that could not detect her face. Ross said she spent 45 minutes changing lights, shades, position, and background before pointing an LED flashlight at her face so the app would work; the quiz itself was only 30 minutes.

D1D2D6

Linked entities

  • unknown-remote-proctoring-software-developers

    organisation | 70%

  • unnamed-ohio-college

    organisation | 70%

  • university-students

    organisation | 70%

  • universities

    organisation | 70%

  • students

    organisation | 70%

  • educational-communities

    organisation | 70%

  • black-test-takers

    organisation | 70%

  • black-students

    organisation | 70%

  • amaya-ross

    organisation | 70%

Related graph edges

EdgeTypeConfidence
ent-aiid-unknown-remote-proctoring-software-developers to ent-psf-d1maps to60%
ent-aiid-unknown-remote-proctoring-software-developers to ent-psf-d1maps to60%
ent-aiid-unknown-remote-proctoring-software-developers to ent-psf-d1maps to60%
ent-aiid-unknown-remote-proctoring-software-developers to ent-psf-d2maps to60%
ent-aiid-unknown-remote-proctoring-software-developers to ent-psf-d2maps to60%
ent-aiid-unknown-remote-proctoring-software-developers to ent-psf-d2maps to60%
ent-aiid-unknown-remote-proctoring-software-developers to ent-psf-d6maps to60%
ent-aiid-unknown-remote-proctoring-software-developers to ent-psf-d6maps to60%
ent-aiid-unknown-remote-proctoring-software-developers to ent-psf-d6maps to60%

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Event dates

  • Happened 1 Feb 2021

  • Detected 14 Feb 2022

Sources

  • AI Incident Database - Incident 158

    secondary | checked 9 July 2026

    Open source
  • Amaya's Flashlight

    secondary | checked 14 Feb 2022

    Open source
Cite this record

"AI Incident Database: Remote Proctoring Facial-Detection Software Reportedly Failed to Detect Black Student During Lab Quiz." https://www.productionai.institute/graph/events/evt-aiid-158 (observed 2021-02-01; retrieved 2026-07-18). PAI.

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