Answer
Arizona, Arizona State, and Utah followed Colorado to the Big 12 because they were all members of the Pac-10 at the time and wanted to join a conference that was more competitive. The Big 12 is considered to be one of the best conferences in college football, and the three schools believed that they would have a better chance of winning championships if they were members.