We want to take a moment to recognize that yesterday’s snowfall forecast was quite a bit less than our forecast going into the storm. This was due to a shift south in the low pressure track at the last minute, which placed heavy snowfall bands into southern Minnesota and brought in much more dry air across the Northland, eating away at a lot of potential morning accumulations. There was a fair amount of spread in model snowfall guidance up until the event, but our team of meteorologists had decided to lean into higher snowfall solutions, as we recognized the potential for heavy snow bands to lead to quick accumulations - something that did happen, only just south of the Twin Cities metro. We make sure to learn from every event at NWS Duluth, regardless of forecast accuracy, but we will definitely be collecting a lot of data on this one in order to do a thorough post-event review. The only constant in our line of work is change and trying our best to adapt. In recent years NWS Duluth winter storm warnings have had around 80% accuracy, but occasionally we miss the mark and we are committed to understanding why and doing better in the future.