I have an AG pool with plastic steps (not a ladder). I lift mine out and drain them and leave them on the deck during the winter. Do you have a liner pool? If you drop them into the deep in and have a liner, I wonder about dragging them across a liner in the spring to get them back to the shallow end to set up.

BTW -- Welcome to the Pool Forum.