 Plumley was born in Northfield, Washington County, Vermont to Frank Plumley and Lavinia Fletcher Plumley.He attended Northfield High School.In 1896 he graduated from Norwich University in Northfield, Vermont with a Bachelor of Arts, and he received his Master of Arts degree from Norwich in 1899.