Skip to main content

Documentation Index

Fetch the complete documentation index at: https://docs.svrnos.com/llms.txt

Use this file to discover all available pages before exploring further.

Structural Moves

Definition

AI system shipped without bias audit, deployed to a population that includes protected classes, and produces measurably different outcomes for similarly-situated individuals.

Distinct from

  • GER-342 — Bias from absent pre-deployment audit → this code. Alignment over-correction creating new bias → GER-342.

Anchor incidents (56)

NY City School Teacher Evaluation Algorithm Contested

primary — AIID #9 · 2012-02-25

Images of Black People Labeled as Gorillas

primary — AIID #16 · 2015-06-03

Amazon's Experimental Hiring Tool Allegedly Displayed Gender Bias in Candidate Rankings

primary — AIID #37 · 2016-08-10

COMPAS Algorithm Reportedly Performs Poorly in Crime Recidivism Prediction

primary — AIID #40 · 2016-05-23

Predictive Policing Biases of PredPol

primary — AIID #54 · 2015-11-18

Apple Card's Credit Assessment Algorithm Allegedly Discriminated against Women

primary — AIID #92 · 2019-11-11

HUD charges Facebook with enabling housing discrimination

primary — AIID #93 · 2018-08-13

Houston Schools Must Face Teacher Evaluation Lawsuit

primary — AIID #96 · 2017-05-08

Skating Rink’s Facial Recognition Cameras Misidentified Black Teenager as Banned Troublemaker

primary — AIID #108 · 2021-07-10

Police Departments Reported ShotSpotter as Unreliable and Wasteful

primary — AIID #112 · 2012-10-09

Optum Algorithmic Health Risk Scores Reportedly Underestimated Black Patients' Needs

primary — AIID #124 · 2019-10-24

Justice Department’s Recidivism Risk Algorithm PATTERN Allegedly Caused Persistent Disparities Along Racial Lines

primary — AIID #154 · 2022-01-26

Predictive Policing Program by Florida Sheriff’s Office Allegedly Violated Residents’ Rights and Targeted Children of Vulnerable Groups

primary — AIID #195 · 2015-09-01

WeChat’s Machine Translation Gave a Racist English Translation for the Chinese Term for “Black Foreigner”

primary — AIID #216 · 2017-10-10

Algorithmic Teacher Evaluation Program Failed Student Outcome Goals and Allegedly Caused Harm Against Teachers

primary — AIID #239 · 2009-09-01

Unreliable ShotSpotter Audio Previously Used to Convict Chicago Man in Murder Case

primary — AIID #255 · 2020-05-31

DUI Arrest Case Allegedly Based Only on ShotSpotter's Alert

primary — AIID #256 · 2021-11-07

Police Reportedly Deployed ShotSpotter Sensors Disproportionately in Neighborhoods of Color

primary — AIID #257 · 2012-05-04

Virginia Courts’ Algorithmic Recidivism Risk Assessment Failed to Lower Incarceration Rates

primary — AIID #274 · 2003-07-01

Unreliable ShotSpotter Audio Convicted Black Rochester Man of Shooting Police

primary — AIID #429 · 2016-04-01

ShotSpotter Failed to Alert Authorities of Mass Shooting in North Carolina

primary — AIID #446 · 2023-01-01

Workday's AI Tools Allegedly Enabled Employers to Discriminate against Applicants of Protected Groups

primary — AIID #489 · 2019-06-03

Facial Recognition Error Reportedly Leads to Wrongful Arrest of Georgia Man and $200K Settlement in Louisiana

primary — AIID #515 · 2022-11-25

Miami Police Deployed Facial Recognition to Arrest George Floyd Protestor Allegedly without Cause

primary — AIID #557 · 2020-06-24

Facial Recognition Misidentifies Pregnant Woman Leading to False Arrest in Detroit

primary — AIID #592 · 2023-02-16

Navy Federal Credit Union Faces Allegations of Racial Bias in Mortgage Approvals

primary — AIID #618 · 2023-12-14

Rite Aid Facial Recognition Disproportionately Misidentified Minority Shoppers as Shoplifters

primary — AIID #619 · 2023-12-20

Alleged Macy's Facial Recognition Error Leads to Wrongful Arrest and Subsequent Sexual Assault in Jail

primary — AIID #630 · 2022-01-22

Gunshot Detection Technology ShotSpotter (now SoundThinking) Reportedly Only Has 47% Accuracy in Chicago System

primary — AIID #637 · 2024-01-31

Facial Recognition Misidentification at New World Westend in New Zealand

primary — AIID #665 · 2024-04-02

London Metropolitan Police's Facial Recognition Technology Reportedly Misidentified Shaun Thompson as Suspect Leading to Arrest

primary — AIID #692 · 2024-02-01

Police Use of Facial Recognition Software Causes Wrongful Arrests Without Defendant Knowledge

primary — AIID #815 · 2024-10-06

Cross-Jurisdictional Facial Recognition Misidentification by NYPD Leads to Wrongful Arrest and Four-Year Jail Time in New Jersey

primary — AIID #816 · 2019-11-29

Facial Recognition System in Buenos Aires Triggers Police Checks Based on False Matches

primary — AIID #829 · 2024-02-05

Alleged Misuse of Facial Recognition Technology by Law Enforcement Reportedly Leading to Wrongful Arrests and Violations of Investigative Standards

primary — AIID #896 · 2025-01-13

NYPD Facial Recognition System Allegedly Produced Erroneous Match That Reportedly Resulted in Wrongful Detention of Trevis Williams

primary — AIID #1191 · 2025-04-21

Peppermill Casino Facial Recognition System Reportedly Misidentified Individual, Leading to Wrongful Arrest in Reno

primary — AIID #1311 · 2023-09-17

ICE AI Resume Screening Error Allegedly Routed Inexperienced Recruits Into Inadequate Training Pathways

primary — AIID #1343 · 2026-01-14

ICE Facial Recognition App Mobile Fortify Reportedly Misidentified Woman Twice During Immigration Enforcement in Oregon

primary — AIID #1353 · 2025-10-15

Purported Facial Recognition Error Reportedly Led to Arrest and Monthslong Jailing of Tennessee Woman in North Dakota Fraud Case

primary — AIID #1416 · 2025-07-14

Maryland Police Allegedly Relied on Facial Recognition Lead in Wrongful Arrest and Detention of Kimberlee Williams

primary — AIID #1476 · 2021-06-23

Gender Biases of Google Image Search

secondary — AIID #18 · 2015-04-04

Gender Biases in Google Translate

secondary — AIID #59 · 2017-04-13

Researchers find evidence of racial, gender, and socioeconomic bias in chest X-ray classifiers

secondary — AIID #81 · 2020-10-21

How French welfare services are creating ‘robo-debt’

secondary — AIID #100 · 2021-03-17

Twitter’s Image Cropping Tool Allegedly Showed Gender and Racial Bias

secondary — AIID #103 · 2020-09-18

Chinese Tech Firms Allegedly Developed Facial Recognition to Identify People by Race, Targeting Uyghur Muslims

secondary — AIID #107 · 2018-07-20

Amazon Flex Drivers Allegedly Fired via Automated Employee Evaluations

secondary — AIID #111 · 2015-09-25

Genderify’s AI to Predict a Person’s Gender Revealed by Free API Users to Exhibit Bias

secondary — AIID #115 · 2020-07-28

DALL-E 2 Reported for Gender and Racially Biased Outputs

secondary — AIID #179 · 2022-04-01

Chinese Insurer Ping An Employed Facial Recognition to Determine Customers’ Untrustworthiness, Which Critics Alleged to Likely Make Errors and Discriminate

secondary — AIID #235 · 2016-04-15

DALL-E Mini Reportedly Reinforced or Exacerbated Societal Biases in Its Outputs as Gender and Racial Stereotypes

secondary — AIID #262 · 2022-06-11

Chinese Province Developed System Tracking Journalists and International Students

secondary — AIID #438 · 2021-09-17

Alleged Gender Discrimination in Facebook Job Ads Algorithm

secondary — AIID #580 · 2023-06-12

AI-Powered Chinese Surveillance Campaign 'Peer Review' Used for Real-Time Monitoring of Anti-State Speech on Western Social Media

secondary — AIID #939 · 2025-02-21

Nigeria-Based YouTube Network Allegedly Uses AI Voiceovers and Anchors to Amplify Pro-Kremlin Narratives

secondary — AIID #1195 · 2025-09-01

Cite

SVRNOS. (2026). GER-323: Disparate Performance Without Pre-Deployment Audit. Governance Error Register. https://docs.svrnos.com/ger/codes/323