Applications of Risk Science to AI Fairness Evaluation: Principles, Challenges, and Best Practices
A literature review of scholarly works purporting to evaluate the bias or fairness of technological systems used for tasks related to hiring and employment finds that most characterize the severity of bias- or fairness-related consequences but do not follow best practices to characterize the uncertainty around either t...