Imagine you want to predict how many hours a student will study based on how many cups of coffee they drink. You suspect there’s a straight‑line relationship: more coffee, more study time.
Simple linear regression gives you a way to draw that line through a cloud of data points—and to measure how strong the relationship is. It is one of the most common tools for understanding two‑variable data.