A review of visualization practices in three social science areas that focus on relational data: multivariate/correlational analysis, cultural domain analysis, and social network analysis. It is suggested that an important area for development of algorithms is in visualizing trajectories through graphs, such as arise in the study of careers or the diffusion of innovation.