Seasonal forecasts have benefits for decisions making in agriculture, energy, hydrology, health an various other sectors. In this thesis it is investingated, wheter global climate change has an influence on the skill of seasonal forecasts. Is it possible to improve seasonal forecast models by including the anthropogenically caused greenhouse gase (GHG) increase?