Bedford was born on November 5, 1863 in Brooklyn, New York City. He married Edith Kinsman Clark on January 8, 1890. He was promoted from treasurer to president of the Standard Oil Company of New Jersey starting on December 22, 1916. He was made chairman of the board on November 15, 1917.