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https://www.productionai.institute/graph/events/evt-aiid-37

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Production AI Institute public record · medium.com: Amazon’s Experimental Hiring Tool Allegedly Displayed Gender Bias in Candidate Rankings · observed 2025-08-15
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incident event
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medium.com: Amazon’s Experimental Hiring Tool Allegedly Displayed Gender Bias in Candidate Rankings

Between 2014 and 2017, Amazon reportedly developed an AI-powered recruiting tool to score job applicants, trained on a decade of resumes purportedly drawn largely from men. Media reports say the system learned to favor male candidates, penalizing terms like "women's" and graduates from certain all-women's colleges. Efforts to remove these biases reportedly did not guarantee fairness, and the project was ultimately abandoned. Amazon reportedly states recruiters never solely r…

AI Incident Database · Incident 37

Operator lens (medium): inspect D1 (input boundary), D2 (output validation), D4 (observability).

Confidence
82%
Sources
3
Entities
3
Detected
detected 385d ago

Event summary

Between 2014 and 2017, Amazon reportedly developed an AI-powered recruiting tool to score job applicants, trained on a decade of resumes purportedly drawn largely from men. Media reports say the system learned to favor male candidates, penalizing terms like "women's" and graduates from certain all-women's colleges. Efforts to remove these biases reportedly did not guarantee fairness, and the project was ultimately abandoned. Amazon reportedly states recruiters never solely r…

D1D2D4

Linked entities

  • Amazon

    vendor | 70%

  • amazon-applicants

    organisation | 70%

  • women-applying-to-amazon

    organisation | 70%

Related graph edges

EdgeTypeConfidence
ent-vendor-amazon to ent-psf-d2maps to60%
ent-vendor-amazon to ent-psf-d2maps to60%
ent-vendor-amazon to ent-psf-d2maps to60%
ent-vendor-amazon to ent-psf-d6maps to60%
ent-vendor-amazon to ent-psf-d6maps to60%
ent-vendor-amazon to ent-psf-d6maps to60%
ent-vendor-amazon to ent-psf-d2maps to60%
ent-vendor-amazon to ent-psf-d2maps to60%
ent-vendor-amazon to ent-psf-d2maps to60%
ent-vendor-amazon to ent-psf-d6maps to60%
ent-vendor-amazon to ent-psf-d6maps to60%
ent-vendor-amazon to ent-psf-d6maps to60%

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Event dates

  • Happened 10 Aug 2016

  • Detected 15 Aug 2025

Sources

  • 2018 in Review: 10 AI Failures

    secondary | checked 1 June 2019

    Open source
  • AI Incident Database - Incident 37

    secondary | checked 9 July 2026

    Open source
  • Amazon scraps 'sexist AI' recruitment tool

    secondary | checked 1 June 2019

    Open source
Cite this record

"medium.com: Amazon’s Experimental Hiring Tool Allegedly Displayed Gender Bias in Candidate Rankings." https://www.productionai.institute/graph/events/evt-aiid-37 (observed 2016-08-10; retrieved 2026-09-04). PAI.

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