I’m not sure if it’s going to be a consistent bias in modeling, but when you have very dense arctic low level airmasses in place, it’s a decent recipe for colder corrections on model guidance. Especially if you have some semblance of high resistance to the north or northeast. If you don’t, then that midlevel warm punch can scream in quickly. (Sometimes it does anyway)
But it’s been a few winters since we had a lot of consistent arctic cold anchored over our region prior to storms coming out of the OH valley.