Initial distribution spread: A density forecasting approach

► We discuss limitations due to model error on the value of probabilistic forecasts. ► We combine the task of selecting the initial distribution with density forecasting. ► We argue that the logarithmic scoring rule is best suited for the task. ► The approach results in longer time horizons over which forecasts are useful.