We propose a randomized strategy for selecting/combining forecasts tha
t is better than the forecasts used to produce it in a sense made prec
ise in this paper. Unlike traditional methods this approach requires t
hat no assumptions be made about the distribution of the event being f
orecasted or the error distribution and stationarity of the constituen
t forecasts. The method is simple and easy to implement.