I would focus on some food grade grease or oil and not add toxic oils to my skin like motor oil. I assume when your skin is dry, it will soak in even more of what you put on.

Hand creme works. I have some combination of hand creme and sand or some other grit. That gets off grease, and also is abrasive to get thicker stuff off. It is called fast orange hand cleaner at Walmart.