“What Shall the Harvest Be?” was published in The Athenaeum Collection of Hymns and Tunes for Church and Sunday School, which was submitted for copyright deposit on December 9, 1863, by Horace Waters. The author of the text is Emily Sullivan Oakey, though she is not credited in the Athenaeum Collection.