Protected attributes are characteristics of individuals, such as race, gender, or age, that are legally protected from discrimination in various contexts, including employment and housing. These attributes are crucial in ensuring fairness and preventing bias in algorithms and decision-making systems, as they help define the boundaries of ethical and legal considerations in data handling and analysis.