Monilaw got his first coaching job as the seventh head coach for his alma mater, the Drake University Dragons located in Des Moines, Iowa for two seasons, from 1903 until 1904. His coaching record at Drake was 10 wins, 7 losses, and 0 ties. This ranks him 11th at Drake in terms of total wins and fourth at Drake in terms of winning percentage.