1. A method of identifying user demographic characteristics, comprising: at a computing device with one or more processors, and memory storing one or more programs for execution by the one or more processors: acquiring a plurality of photos posted to a social media site by a user; identifying a plurality of facial images in the acquired photos; estimating one or more demographic characteristics of the user based on a selected subset of the facial images.