At the time of his death, Gould was a benefactor in the reconstruction of the Reformed Church of Roxbury, New York, now known as the Jay Gould Memorial Reformed Church.
Ved sin død var Gould godgører ved renoveringen af den Reformerte kirke i Roxbury, som nu hedder Jay Gould Memorial Reformed Church.