Protected Attributes

Protected attributes are characteristics of individuals—such as race, gender, age, or religion—that are legally or ethically protected from discrimination. In contexts like hiring or lending, these attributes shouldn’t unfairly influence decisions. Recognizing protected attributes helps ensure fairness and prevent biases in models or systems, promoting equal treatment across different groups. The goal is to use data responsibly, respecting individuals’ rights and promoting equity.