Sensitive attributes are specific types of data that can reveal information about an individual's identity or characteristics, such as race, gender, or religion, which need to be carefully managed to prevent discrimination and ensure privacy. These attributes are crucial considerations in areas like data protection, ethical AI, and fairness in machine learning, where bias and data misuse can have significant societal impacts.