Algorithms of Oppression by Safiya Umoja Noble

"Algorithms of Oppression" is a seminal academic work by Safiya Umoja Noble that critically examines how algorithmic bias perpetuates discrimination against women of colour in digital spaces. Rather than a software tool, this is a foundational book and research framework that exposes how search engines, recommendation algorithms, and AI systems encode and amplify societal prejudices. Noble demonstrates through concrete examples, such as discriminatory Google search results for "Black girls", how algorithms function as tools of oppression when trained on biased data and designed without equity considerations. The work serves as essential reading for technologists, policymakers, activists, and anyone seeking to understand the hidden discrimination embedded in seemingly neutral digital systems. It provides both critical analysis and a call to action for building more ethical, accountable AI systems.