In McCaffery's second season, he guided the Spartans to unprecedented heights with a 19–12 record and the 2001 SoCon Tournament Championship. The Spartans defeated Chattanooga, 67–66, in the finals and received the SoCon's automatic bid to the NCAA Tournament. The following year (2001-2002) McCaffery led the Spartans to their first 20-win season since joining the conference. It marked the first time the program claimed a share of the SoCon North Division title as well. After falling to eventual tournament champion Davidson in the conference tournament semifinals, the Spartans were awarded a berth into the 2002 NIT, where they lost to eventual champion Memphis.