A binary outcome refers to a situation where there are only two possible states or results, typically represented as 0 or 1, true or false, success or failure. This concept is fundamental in fields such as statistics, machine learning, and decision analysis, where it simplifies modeling and prediction by reducing complexity to a dichotomous variable.