 Born in Burlington, Vermont, Fletcher grew up in Winchester, Massachusetts.After working as the Winchester town librarian in his teens, he got a job at the Boston Athenaeum when he was 18, working there under William Frederick Poole for five years.After a decade and a half of working at several other libraries in Massachusetts and Connecticut, Fletcher was hired by Amherst in November 1883.