In 1982 McElheny joined MIT to create a fellowships program with funding from the Sloan Foundation and the Mellon Foundation; the fellowships program (MIT Knight Science Journal Fellowships) is administered by the Program in Science, Technology, and Society and was headed by McElheny from 1982 to 1998.