This paper discusses multiple meanings of the idea of “social networks.” It discusses how the most common view of social networks in Information Systems, as the result of the interaction of autonomous agents, could be tested. It then introduces research that falsifies that premise. It introduces an alternative view of social networks that comes from sociology and discusses how Information Systems could make significant contributions to social science and be more of a natural science.