Multiple Linear Regression Hypothesis Testing

When you run a regression, you get a list of numbers. But how do you know if an effect is real, or just a fluke in your data? This chapter gives you the tools to test that: t‑tests, F‑tests, confidence intervals, and confidence ellipses. They help you tell real patterns from random noise.