What are some real-world examples of algorithm bias?

What are some real-world examples of algorithm bias?

Algorithm bias occurs when an AI system produces unfair outcomes due to prejudiced data or design. One example is in hiring algorithms that favor certain demographics over others.

Can you give me a specific case where this happened?

Sure! In 2018, Amazon scrapped an AI recruiting tool because it was biased against women. The algorithm was trained on resumes submitted over a decade, which were predominantly from men.

What are the consequences of algorithm bias?

Consequences can include perpetuating discrimination, reinforcing stereotypes, and leading to unfair treatment in areas like hiring, law enforcement, and lending.

How can we mitigate algorithm bias?

Mitigating algorithm bias involves using diverse training data, regularly auditing algorithms for fairness, and involving diverse teams in the development process.