Edith Nourse was born on March 19, 1881 in Saco, Maine to Franklin T. Nourse, the manager of a textile mill, and Edith France Riversmith, who volunteered with the Christian church and social causes. Both parents were from old New England families, and were able to have their daughter privately tutored until she was fourteen. Edith Nourse then attended and graduated from Rogers Hall School, a private boarding school for girls in Lowell, Massachusetts, and then Madame Julien's School, a finishing school at Neuilly in Paris, France.