Among original members, Baylor and Kansas State have never won the event.
Iowa State discontinued their program after the 2001 season without having won a title.
Having joined in 2013, TCU won their first title in 2014 while West Virginia has yet to win the Tournament.
The newest conference members, TCU and West Virginia, faced each other in the Championship game.
The top eight finishers from the regular season will be seeded one through eight, and will then play a two-bracket double-elimination tournament leading to a winner-take-all championship game.