Whipple was born to Ashley Cooper Whipple and Frances Anna Hoyt in Ashland, New Hampshire.
At the urging of Abraham Flexner, who had done pioneering studies of medical education, and University of Rochester President Benjamin Rush Rhees, Whipple agreed in 1921 to become Dean of the newly funded and yet-to-be-built medical school in Rochester, New York.