New classes of distributions are defined in analogy to the properties NBU, NBUE known from reliability. They are applied to obtain bounds on certain parameters of the GI/G/1 queue, such as the mean and the variance of the stationary waiting time, the probability of waiting, and the covariances of waiting times.