Task complexity refers to the level of difficulty and the amount of effort required to complete a task, taking into account factors such as the number of steps involved, the interdependencies between those steps, and the skills required to perform them. This concept is crucial in designing effective human-machine interfaces, as it helps to understand how users interact with systems and the challenges they face in performing tasks efficiently.