in an ideal experiment, all subjects assigned to treatment are treated, while those that are assigned to control will remain untreated. in reality, however, the compliance rate is never perfect, which prevents researchers from identifying the ate. in such cases, estimating the late becomes the more feasible option. the late is the average treatment effect among a specific subset of the subjects, who in this case would be the compliers.