Franklin admired Johnson's moral philosophy, and asked him to head up a proposed College of Philadelphia. Johnson declined the offer, and instead worked with his wife's relations, his step-sons, former students, and the rector and vestrymen of the Anglican Trinity Church in New York City to found a college there.
Franklin sought Johnson's leadership for a proposed College of Philadelphia, but Johnson chose to collaborate with other individuals to create a college in New York City.