In this article it is advocated to select a model only if it significantly contributes to the accuracy of a combined forecast. Using hold- out-data forecasts of individual models and of the combined forecast, a useful test for equal forecast accuracy can be designed. An illustration for real-time forecasts for Gross Domestic Profit (GDP) in the Netherlands shows its ease of use.