Monitor Only vs. Monitor and Model
The presentation used EPA air-quality data and Python to explore what additional assumptions are introduced when analysis moves from monitoring toward modeling.
Research focus
Monitoring records observed conditions. Modeling introduces relationships intended to support estimation, prediction, or explanation.
Main methodological lesson
A visible pattern does not explain itself. The strength of a conclusion must remain proportional to the evidence and assumptions supporting it.