Dr. Elwert regularly teach short courses on causal inference, e.g., here, here, here, and here. These courses often draw on directed acyclic graphs (DAGs) to communicate advanced material efficiently and intelligibly.
On this site, students and instructors can find some slides and accompanying publications about directed acyclic graphs.