A college player from Texarkana, Texas, Hunter Pence was drafted by the Milwaukee Brewers in the 40th round in 20021 but turned down the offer to join the University of Texas at Arlington Mavericks. He later signed his first professional contract with the Houston Astros, who selected him in the second round of the 2004 amateur player draft.