Linear regression is essential in psychology, often disguised as t-tests or ANOVAs. This guide explains running linear models in R, comparing t-tests, Pearson correlations, ANOVAs, ANCOVAs, and more. Understand how to specify models, run tests, and interpret them with real data examples. Gain confidence in translating your hypotheses into linear models and applying statistical methods effectively.