Greeley was born September 6, 1879, in Oswego, New York, to parents Frank Norton Greeley, a Congregational clergyman, and Anna Cheney (Buckhout) Greeley. He graduated from the University of California, Berkeley in 1901, and received a Master of Forestry degree from Yale University in 1904.
