Career
Outside politics he spent much of his professional career in Norsk Hydro. He worked as an engineer in Notodden from 1904 to 1915, then as a chief of department and director in Oslo from 1915 to 1926. Geelmuyden was a reserve officer in the Norwegian Army, with the rank of First Lieutenant.