Binary data is often collected through surveys, medical records, and clinical trials. Participants may be asked questions that result in binary answers, such as "Have you been vaccinated for influenza?" or "Do you have a history of heart disease?" This data is then used to conduct statistical analyses to identify patterns and associations.