This document discusses the need for research into visualization literacy. It notes that while visualizations can help understand complex relationships, designers may limit visualizations based on their own understanding and the technologies used. A two-step study approach is proposed to gain understanding of how people interpret visualizations and how visualizations of social networks can trigger reflection and changes in behavior. The study would use controlled experiments with fictional and real social networks like eTwinning.