C46 - Specific Distributions; Specific StatisticsReturn

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Exchange Rates Forecasting: Can Jump Models Combined with Macroeconomic Fundamentals Help?

Tomáš Bunčák

Prague Economic Papers 2016, 25(5):527-546 | DOI: 10.18267/j.pep.581

Connection between macroeconomic variables and foreign exchange (FX) rates evaluated in the context of out-of-sample forecasting is a well-known problem in economics. We propose a method that utilizes stochastic models based on jump processes (namely the normal inverse Gaussian and Meixner models), combines them with macroeconomic fundamentals, and using a moving (rolling or recursive) regularized estimation procedure produces forecasts of FX rates. These are compared to benchmark models, namely the direct forecast and the Gauss model forecast. Empirical out-of-sample experiments are performed on EUR/USD and USD/DKK currencies.