Mitchell returned to the NBA almost immediately after his retirement as an assistant coach with the Milwaukee Bucks for two seasons until 2004. He then briefly became a part of the expansion Charlotte Bobcats as their top assistant coach, until moving on to the Toronto Raptors when he was named as the sixth head coach in Raptors history after incumbent Kevin O'Neill was fired.
