Graphs work really well for displaying relational data if you can get labels on all (or most) of the arrows and you can zoom in / change perspectives to see different relations between the same nodes.

Graphs with unlabeled arrows can still be useful, but not without someone there walking you through what the arrows mean. Otherwise, when embedded in an article, they're not much more than stock imagery.