Introduced on day 5
Causal diagram (DAG)
A directed acyclic graph whose arrows encode assumed causal effects; it shows which paths create bias and what to adjust for.
In detail
Back-door paths (into the treatment) carry confounding and should be blocked by adjustment; colliders and mediators should not be adjusted for. The diagram encodes assumptions from domain knowledge - data alone cannot confirm it.