The Assumptions of Linear Regression: The GPS That Only Works on Straight, Flat Roads in Perfect Weather

Your linear regression has an R² of 0.94. Ship it? Not if you violated the assumptions. It's like a GPS that's incredibly accurate — but only works on straight roads, flat terrain, and clear weather. Drive through mountains in a storm? Completely useless. Here are the four assumptions that determine whether your model is genius or garbage.