Abstract
Discrete mixtures of geometric random variables X1 and X2 are characterized in terms of (i) relations between the best predictor of max (X1, X2) given min (X1, X2) and the failure rate of the distribution, and (ii) relations between conditional expectation of some appropriate functions of order statistics on some others and the failure rate of the distributions. The characterizing relations were motivated by the work of Kirmani and Alam (1980) and Dallas (1987).