Fairness for recommender system users can be evaluated for groups (e.g., based on users' demographic attributes) and for individuals (e.g., without considering their demographic attributes).

This article is written by Anar Simpson. Anar is a computer scientist and Founder at Orchestrate.Agency, where she leads the development of localized Constitutional AI frameworks for those seeking to align machine speed with human values. As a former Deputy for the UN High-Level Panel on Women's Economic Empowerment and through leadership roles with Technovation, Mozilla, and the U.S. State Department's TechWomen program, her work in digital agency has reached over 100 count