Data in the real world almost always involves uncertainties. Since you can’t ignore that, why don’t start by quantifying them?
Weather is hard to predict. 100% you won’t get it right. Then why stick with a single forecast?
Once you combine uncertain data with uncertain forecasts you still need to make the choice. Don’t you?