Today, we conclude our ICML 2022 coverage with Sharad Goel, a Harvard University professor of public policy. We talk with Sharad about his Outstanding Paper award winner, Causal Conceptions of Fairness & their Consequences, which aims to comprehend what it means to apply causality to the concept of fairness in ML.