My reaction always seems to be WTF. Shift of tails, ensemble sensitivity, etc. It all sounds made up. But once I did some training on it, they're really powerful tools.
There's so much more than the mean. The mean may be a good forecast starting point, but some of these other tools can tell you whether you can honk or head home.