Consider a multivariate mixture model where the random variables X 1, ..., X n given (Θ1, ..., Θ n ), are conditionally independent. Conditions are obtained under which different kinds of positive dependence hold among X i 's. The results obtained are applied to a variety of problems including the concomitants of order statistics and of record values; and to frailty models.