On it's first turn, the Bandit steals 1 Gold from the hero in it's field, which is a resource used in the shop to obtain different cards and perks.
On it's second turn, it will attempt to flee based on a percentage chance, and if successful, will keep the gold. However, if slain before it can flee, the gold will be returned to the hero.