I am assessing the quality of several probabilistic streamflow forecast systems. I am using the CRPS skill score, which compares the forecast system with climatology using the CRPS. As I have only a finite sample, the value I get is a random variable. In order to assess if the CRPS skill score is really greater than zero, I would like to know the sampling properties of this metric.