In this video, the teacher explains the difference between correlation and causation by discussing the role of linking and lurking variables. They provide examples to illustrate how two variables can be correlated without one causing the other. The video emphasizes the importance of not assuming causality based solely on correlation and introduces the concept of designing experiments to establish causality.