underdog

Short definition from Wiktionary

Noun

1. 1
   A competitor thought unlikely to win.
2. 2
   Somebody at a disadvantage.
3. 3
   A high swing wherein the person pushing the swing runs beneath the swing while the person being pushed is at the forward limit of the arc.