The term 'Little Sure Shot' is a nickname given to Annie Oakley, an American sharpshooter and exhibition shooter who lived in the late 19th century. She was renowned for her skill with firearms and was often referred to as the 'Little Sure Shot' due to her accuracy. Oakley was a member of Buffalo Bill's Wild West show and toured Europe with the show, performing for royalty and heads of state.