Studded tires cost a lot but broken wrists and arms cost more. Spend $300 for a dedicated set of studded tires and wheels to swap on your bicycle when you need them or take the bus.

In my town the roads become icy and the ice lasts for months. I don't need to switch tires for a short period of time. Does that make me lucky?