Bias Analysis Self-Examination

Reflect on bias analysis methodology for {{model}} critically.

Examine for blind spots:
- What biases might the analysis itself have?
- Which demographic groups were not tested?
- Could the test design introduce bias?
- Are comparison baselines appropriate?
- What intersectional effects were missed?

After reflection, identify methodology improvements and additional testing needed for {{fairness_standard}}.