Propellerheads were a British big beat musical ensemble, formed in 1995 and made up of electronic producers Will White and Alex Gifford. The term propellerhead is slang for a nerd, and when Gifford and White heard a friend from California use this in a conversation, they thought it would be the perfect name for their band.