As an FTC Commissioner, I aim to promote economic and social justice through consumer protection and competition law and policy. In recent years, algorithmic decision-making has produced biased, discriminatory, and otherwise problematic outcomes in some of the most important areas of the American economy. This article describes harms caused by algorithmic decision-making in the high-stakes spheres of employment, credit, health care, and housing, which profoundly shape the lives of individuals.