Stochastic orders and probability metrics are two areas that have received
considerable attention in recent literature. A question of interest on its
own and for certain applications is the preservation of metrics with respec
t to orders. This property does not seem to have been examined explicitly s
o far. Our purpose in this paper is to provide some useful remarks and resu
lts related to several orders and metrics which are standard in probability
.