③ Why it works

The least-squares line minimizes the total squared vertical distance from every point to the line — squaring punishes big misses more than small ones, so the line settles where the overall error is smallest. The correlation r (−1 to +1) measures how tightly the points hug any straight line, and R² tells you what fraction of the y-variation the line explains.