Instruction: Discuss your approach to identifying and mitigating biases in AI-driven recruitment tools.
Context: This question aims to examine the candidate's awareness and strategies for ensuring fairness and avoiding bias in AI algorithms, specifically in the context of recruitment processes.
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I would start by recognizing that recruitment is a high-risk use case, so fairness has to be designed into the process, not inferred from overall model performance. Historical hiring data is often biased, and many seemingly neutral variables can proxy for protected...