Bi-directionality: Most tank locomotives are capable of running at full speed in either direction (although this depends of the wheel arrangement; for example, a 2-6-0T will not be able to run as fast in reverse, due to lack of a trailing truck).
Efficiency: Many train tanks are designed to be in contact with, and be heated by, the boiler.