Model Specification, Selection and Evaluation; ARMA models: Stationarity and Invertibility; Unit Root Hypothesis and Stock Market Efficiency; Cointegration and Error-Correction models; Granger-causality; Impulse Response Function; Conditional Volatility models; Forecasting the stock market: Unbiased forecast, Univariate and multivariate forecasts, Forecast evaluation.