Post Outline Motivation The Basics Stationarity Serial Correlation (Autocorrelation) Why do we care about Serial Correlation? White Noise and Random Walks Linear Models Log-Linear Models Autoregressive Models - AR(p) Moving Average Models - MA(q) Autoregressive Moving Ave