I cycle in areas with ice and snow have done so all my life, all I do is lower my speed and my saddle. That means when there is ice I can always use my feets. This is more stable than walking, in wintertime I will stop and help pedestrians over vast swaths of ice.

I have managed to skid out once and that was with studded tires.