This document discusses sentiment analysis and monitoring social media to understand public opinion. It notes that online communications inherently contain subjective opinions and facts. While facts have business value, opinions often masquerade as facts. The document explores questions companies and governments might ask about public sentiment and how it relates to topics, products, events and competitors. It also discusses challenges in sentiment analysis like distinguishing opinions from facts, handling ambiguity and analyzing sentiment at different levels.