50 Years of Test (Un)fairness: Lessons for Machine Learning

Ben Hutchinson, Margaret Mitchell

Quantitative definitions of what is unfair and what is fair have been introduced in multiple disciplines for well over 50 years, including in education, hiring, and machine learnin…