Indeed, a battle-axe was different from a regular wood-chopping axe in medieval times.
The battle-axe had a shorter handle.
When chopping wood, a long handle is necessary for a wide swing.
In battle, and in dealing with flesh, a short blow yields more accuracy and damage.