Those are long term forecasts you are quoting there. Long term forecasts have yet to be perfected. Its only really worth looking at 5 days in advance. Anything more than that will largely be guess work with assumptions made about weather patterns etc.
Whats going on is that trying to forecast snow that far in advance is a bit like trying to get an MP to file a accurate expenses claim. Sorry but thats it.