As we get through a cold start to this week, now is the time to start thinking about the winter. READ MORE: CHECK OUT THE FARMER’S ALMANAC 2024-25 WINTER PREDICTION. Meteorologist Mark Margavage’s very early prediction made earlier this year is calling for a chance of some massive lake-effect snow next winter with Hamburg, New York being right in the epicenter of it all.