E-scooters are reasonably stable when there's a small amount of ice so long as you don't use solid tyres. They are more stable than road bikes and city bikes because they have a wider area of contact with the ground. For more comfort, you can under-inflate the pneumatic tyres or buy studded tyres. Also, you feel steadier on them than on a bike because you always have one foot as a third point of contact if you need it, and you feel somewhat more in control than with a car as the inertia is lower. The battery life and dirt/sleet are more frustrating.

Don't knock it till you try it. Though be careful for the first time if you do try it, use common sense — drive slower and don't turn as sharply, dress appropriately as you'll be caked in mud. But otherwise it's doable and quite fun.