[kqr]

This is a good point and true for many things other than timeseries analysis. Any time uncertainty is involved the language of probability is the only thing that makes sense.

And as you say, what matters is generally not the specific values you are uncertain of, but what consequences they can potentially have for your decisions. To know this, you really have to know most values that are possible and how likely they are.