I think time involved and individual characteristics play a big role as well. This year I've gone down to 0F without anything but my beard. I can't remember the last time I have worn a scarf. My commute is short though - 20mins to half an hour. I am also not affected too much by cold. Walk around at work outside in just a t-shirt.