Alex John London

Position: Beyond Sensitive Attributes, ML Fairness Should Quantify Structural Injustice via Social Determinants

Algorithmic fairness research has largely framed _unfairness as discrimination_ along _sensitive attributes_. However, this approach limits visibility into _unfairness as structural injustice_ instantiated through _social determinants_, which are contextual variables that shape attributes and outcom…