This document discusses using big data and social media signals to understand consumers at an individual level. It advocates moving beyond metrics and numbers to humanize data by understanding people's interests, passions, behaviors and how they engage with brands across multiple touchpoints. The key points discussed are: - Leveraging data signals to gain actionable insights about individuals and at scale. - Understanding consumers holistically by what they pay attention to online, not just transactions. - Mapping social data like interests, behaviors and recommendations to identify addressable audiences for brands. - Using tools like network analysis and interest mapping to better understand audience communities and engagement. The overall message is that brands can architect more personalized and relevant engage