Tanner attended Justin F. Kimball High School, where as a junior he was named All-district after posting 1,395 rushing yards and 22 touchdowns.
In his final year, he rushed for 1,705 yards and scored 29 touchdowns, on his way to being named All-district and District Player of the Year.