Techniques & safeguards
Bias and fairness testing
Standards, techniques & other
Checking whether a system's outputs differ unfairly across groups, for example by gender or ethnicity, often because of unrepresentative training data, and correcting it. Required in data governance for high-risk systems and relevant to GDPR fairness and EU non-discrimination law.