Studded tires make things much easier when it's icy. Rain followed by snow, those days when it warms up above freezing during the day, then drops down at night, etc, are basically trivial with studded tires.

my winter setup invoves studded tires on the ss mtb, and slicks with fenders on the fixie.

fatbat