Real-World Impact
Click each card to explore how bias in training data shapes AI outcomes.
An algorithm used to prioritize patient care was found to systematically underestimate the health needs of Black patients because it used healthcare spending as a proxy for health needs—but Black patients historically had less access to healthcare. Additional reading:
Amazon scrapped an AI recruiting tool that penalized resumes containing the word "women's" because it was trained on a male-dominated applicant pool. Additional reading:
Risk assessment tools have shown racial disparities in predicting recidivism. Additional reading:
Use this side of the card to provide more information about a topic. Focus on one concept. Make learning and communication more efficient.
Use this side of the card to provide more information about a topic. Focus on one concept. Make learning and communication more efficient.
Use this side of the card to provide more information about a topic. Focus on one concept. Make learning and communication more efficient.
Title
Healthcare
Title
Criminal Justice
Title
Hiring
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Cost-Based Decisions, Unequal Care
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Predictive Tools, Uneven Outcomes
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Training Data and Hiring Bias
Title
Emily Sheehy
Created on January 20, 2026
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Transcript
Real-World Impact
Click each card to explore how bias in training data shapes AI outcomes.
An algorithm used to prioritize patient care was found to systematically underestimate the health needs of Black patients because it used healthcare spending as a proxy for health needs—but Black patients historically had less access to healthcare. Additional reading:
Amazon scrapped an AI recruiting tool that penalized resumes containing the word "women's" because it was trained on a male-dominated applicant pool. Additional reading:
Risk assessment tools have shown racial disparities in predicting recidivism. Additional reading:
Use this side of the card to provide more information about a topic. Focus on one concept. Make learning and communication more efficient.
Use this side of the card to provide more information about a topic. Focus on one concept. Make learning and communication more efficient.
Use this side of the card to provide more information about a topic. Focus on one concept. Make learning and communication more efficient.
Title
Healthcare
Title
Criminal Justice
Title
Hiring
Write a brief description here
Cost-Based Decisions, Unequal Care
Write a brief description here
Predictive Tools, Uneven Outcomes
Write a brief description here
Training Data and Hiring Bias