Miller played quarterback at Penn State from 1910 to 1913, missing only one game during his tenure and amassing a 23–8–2 record.[1] His short stature (5 ft 5 in or 1.65 m) and stubby legs earned him the nickname "the Meteoric Midget".[1] Miller would go on to start all four seasons at Penn State, missing just one game. In 1913, he rushed for 250 yards against Carnegie Tech University — a Penn State single-game rushing record that lasted 68 years (and still the Penn State single-game rushing record for a quarterback).