Social analytics aims to provide actionable insights by combining web analytics, text and opinion mining of user generated content, and social network analysis with user profiles. Insights come from analyzing transactions, user behaviors, feedback loops, usability studies, and ethnographic research to understand user intent, content, and context. Metrics should focus on those that help make decisions rather than "vanity metrics" that only make one feel good.