How would you answer an interview or practical scenario involving bias evaluation in Model Evaluation?

In an interview or practical scenario involving bias evaluation, clarify scale, constraints, security, reliability, data, and operational requirements. Explain the design, alternatives, tradeoffs, failure handling, testing, and monitoring.