AI Bias Isn't Just an Error in the Algorithm, It's a Chain of Human Decisions
4 Articles
4 Articles
AI bias isn't just an error in the algorithm, it's a chain of human decisions
In the United States, leading human resources software company Workday is facing a lawsuit over its use of AI-powered job screening tools that allegedly discriminated against applicants based on factors such as age, disability ...
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Phil's Stock WorldAI bias isn’t just an error in the algorithm. It’s a chain of human decisions
Muneera Bano, CSIRO and Didar Zowghi, CSIRO Image: Google DeepMind - UnsplashIn the United States, leading HR software company Workday is currently facing a lawsuit over its use of job screening tools powered by AI which allegedly discriminated against applicants based on factors such as age, disability and race. The company, whose hiring software is widely used by large employers around the world, has denied the allegations. The case is one of …
The bias of AI reaching your customers is not a technical bug. It's a governance failure. The model works as designed. The training data contained the bias. Nobody caught it until customers saw it. The process for detecting bias has three steps: pre-launch validation, ongoing monitoring, and independent testing. Here's how each one works. Pre-launch validation means testing your model on data that's representative of all demographics prior to la…
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