In this paper, we study discrete-time stationary sources

with memory. The rate

of the source relative to a distortion measure is compared with

, the rate of the memoryless source

with the same marginal statistics as

. We show that

, where

is a measure of the memory of the source. A number of interesting applications of these bounds are given.