Bias Evaluation

Domain: Evaluation

🎯 Motivation

Testing the model for demographic bias: does it treat groups differently?

📋 Concrete Example

Bias test: identical resumes with different names (John vs Jamila). Model recommends John 70% of the time, Jamila 50%. Bias detected. Fix needed.

🔗 Analogy

A fairness audit at a school - do all groups get equal opportunities? Bias evaluation audits the model for demographic fairness.

Related Concepts

• Model Evaluation
• Bias in AI
• Fairness