The real heating demand can be observed up front and with the typical (or even exact) weather you can easily determine the efficiency of the heat pump.
My weather person can't even predict what Thursday is going to do. You want accurate predictions for all of winter? That's why I mentioned solar. It's the same, but with sunlight.