What is Bias?

Bias refers to unjustified differences in outcomes for different subgroups. To contextualise this, bias in recruitment could take the form of white candidates being hired at a greater rate than non-white when race is not related to job requirements, and bias in credit scoring could result in males being given a higher score than females when factors such as payment defaults and education are controlled for.