Born in St Kilda, Victoria, Harold Clapp was the son of Cobb and Co coach operator and future Melbourne Tramway and Omnibus Company owner Francis Boardman Clapp and wife Isabella Pinnock, née Pierce.
In 1900 Clapp left for the United States of America, first obtaining work at the General Electric Co.