Methods, systems, and media for indicating viewership of a video are provided. In some embodiments, the method comprises: identifying a video; identifying a group of users connected to a first user of a user device; determining, for each user in the group of users, an affinity score, wherein the affinity score indicates an interaction of the user with the identified video; receiving a request to present, on the user device, a page that includes an indication of the video; in response to receiving the request, determining contextual information related to the request; identifying a subset of users in the group of users connected to the first user based on the affinity score associated with each user and the contextual information; and causing a group of indicators corresponding to the subset of users to be presented on the user device in connection with the indication of the video.