 As a youth, Peden was a natural athlete, participating in several sports, and was nationally ranked in swimming.He took up bicycle racing in 1925 and trained intensively for the 1928 Summer Olympics in Amsterdam.He was selected for the Canadian team and competed in three Olympic events.