Research in the social sciences provides a range of well-studied hypotheses for how social effects influence a group’s reaction to an opinion, and these provide a valuable starting point for our analysis of the Amazon data. In particular, we consider the following three broad classes of theories, as well as a fourth straw-man hypothesis that must be taken into account.