Discuss the role of graphical models in causal inference.

Instruction: Explain how graphical models can be used to represent and analyze assumptions in causal inference.

Context: The question aims to test the candidate's understanding of how graphical models like Directed Acyclic Graphs (DAGs) are utilized to visualize and reason about the causal structure underlying the data.