Test HR systems for Bias

Опубликовано: 16 Август 2023
на канале: Toronto Machine Learning Series (TMLS)
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Speaker:
Dan Adamson, CEO and Cofounder, Armilla AI


Abstract:

Testing for fairness in AI HR systems: hidden dangers and real-world lessons on how to detect and prevent biasAbstract: HR systems can perpetuate biases and represent a significant risk to organizations and harms to candidates. In this tutorial, we will review how to detect bias issues in HR systems, including resume screening and promotion models with Armilla, a QA for ML tool that is being used for formal assessments, including those under the new New York City bias law. We'll look at hidden biases and common motifs that can cause these systems to fail, as well as suggestions for making these systems more robust.


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