Time-to-event data, also known as survival data, involves analyzing the time until an event of interest occurs, often with the presence of censored observations where the event has not yet occurred for some subjects. It is crucial in fields like medicine, engineering, and social sciences for understanding the duration until events like death, failure, or other significant outcomes.