This morning, Olivier Côté was invited to speak for one hour at the “CS-44 – Operationalizing Fairness in Actuarial Pricing: From Principle to Practice” session, at the CAS 2025 Annual Meeting, in Austin, Texas (US). Fairness metrics often lack actuarial relevance and are expressed in abstract units, obscuring real-world consequences. For actuaries to intervene, proxy effects and unfair biases must be quantified in insurance-relevant terms: dollars and people. This session will present new research from the CAS Race and Insurance Pricing series, focusing on … <a …