It decreases the life of the battery. Some older battery technologies actually needed to be drained nearly completely to get a full charge into them when recharging. Today's lithium ion batteries are just the opposite. The lower you drain it, the shorter the life of the battery, i.e. the sooner it will get to the point where it won't take a full charge.
In general, don't use the battery unless you have to.