The p-value in this case is the probability of getting data like that observed or more extreme (i. e., getting an observed non-completion rate of 22% or lower) assuming that: the new course format did not reduce the non-completion rate. the sample size is large enough the new course format did reduce the non-completion rate the sample was random.