This course will explore decision theory as it applies to econometric problems. It will develop time series methods pertinent for the analysis of dynamic economic models. Vector autoregressive methods for identifying shocks and their transmission and related filtering methods for models with hidden states will be investigated. Generalized method of moments and indirect inference methods will be studied. These econometric methods will be applied to models from macroeconomics and financial economics.