quite often will researchers encounter noncompliance problems in their experiments, whereby subjects fail to comply with their experimental assignments. some subjects will not take the treatment when assigned to the treatment group, so their potential outcome of formula_5 will not be revealed, while some subjects assigned to the control group will take the treatment, so they will not reveal their formula_15.