As mass adoption of social networks progresses the speed, reach, and mechanics of modern communication, the arc of data dissemination flattens greatly diminishing the value of conventional financial news flow. The multiplicity of chatter that propagates through large social user communities presents an atypical opportunity to monitor the evolving landscape of products, technology, media, entertainment, culture, and news quicker and more efficiently than any conventional form of financial research. But how do we, as investors, analysts and journalists, discover actionable insights hidden within terabytes of non-financial news flow and unstructured social data?