It depends on how bad it is. If it's like an ice rink I don't go out. I hate treadmills, but i hate falling more. If it's isolated patches of ice then I have a pair of Yaktrax There are other strap-on cleats out there that might be better. I might try out the Uline Gription this year. They look pretty tough. For slush I have a pair of trail shoes with rubber cleats that do the trick.