Coarse graining is a method used in physics and statistics to reduce the complexity of a system by averaging or simplifying the details at smaller scales to focus on the behavior at larger scales. It is essential for understanding emergent properties and behaviors that arise in complex systems by eliminating irrelevant details and highlighting key interactions.