A regression line can hide as much as it reveals. Even when the equation fits nicely, hidden problems—one weird point, errors that aren't independent, or a bent pattern we ignored—can make our predictions and conclusions unreliable. This chapter gives you the tools to find those problems and fix them, so you can trust what your model tells you.