Anderson started late in the season and quickly became the starting running back for the Bandits. He finished with 516 yards on 97 carries with 4 touchdowns in 1983. In 1984, Anderson rushed for 1008 yards on 268 carries and scored 19 touchdowns "(league leader)". In 1985, Anderson had his best USFL season as he rushed for 1207 yards on 276 carries and had 16 touchdowns. He was named to one All-Star team in his USFL career and is the 4th leading rusher in USFL history.