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BiasMedium

Remote Proctoring Facial-Detection Software Reportedly Failed to Detect Black Student During Lab Quiz

Occurred
Feb 1, 2021
Published
Feb 7, 2022
Source
AI Incident Database

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.

Developers

  • Remote proctoring software developers

Deployers

  • Unnamed Ohio college

Harmed parties

  • University students
  • Universities
  • Students
  • Educational communities
  • Black test-takers
  • Black students
  • Amaya Ross

Classification

Category confidence: 95%
Severity confidence: 90%

Rationale: Facial recognition failure disproportionately affected a Black student, indicating algorithmic bias in remote learning software.

Classifier: Qwen/Qwen3.5-35B-A3B-FP8

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