What assumptions does linear regression make, and how do you check and handle violations?

Everyone can recite 'linearity and normality.' Few can say which assumption matters for predictions versus inference, how to spot a violation in a residual plot, and what to actually do about it. Here is that answer.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.