Mitch Richmond graduated from Boyd Anderson High School in Lauderdale Lakes, Florida, in 1984. He attended Moberly Area Junior College in Missouri for two years before transferring to Kansas State University in Manhattan, Kansas, in 1986. In his two seasons as a Wildcat, Mitch averaged over 20.7 points and 6.