Woolley was born on August 17, 1888 in New York City, New York. He studied at Yale University and at Harvard University. Woolley was a closeted gay man. Woolley died on May 6, 1963 from a heart attack and from complications of kidney failure in Albany, New York, aged 75. He is buried at the Greenridge Cemetery in Saratoga Springs, New York.