My grandmother was very careful with her skin she always bought a small bottle of almond oil and added it to all of her store bought lotions. It makes a huge difference in the moisture and can be added to almost any type of lotion.
Trying to apply lotion to your own back can be a challenge. Get creative and also try some of the solutions found in this page. This is a page about applying lotion to your back.