Dickey was a quarterback in college, playing for his father, Jim Dickey, at Kansas State University. He is noted for leading the University of North Texas football program to their only bowl win in 2002. The win highlighted a four-year period (2001–2004) during which the Mean Green became only the 11th program in college football history to win four consecutive conference titles.