How to stop picking at your thumbs?

I've been picking and pulling the skin off my thumbs for years, it hurts, but when I'm doing it, it doesn't. I usually don't realize I'm doing it. When I'm stressed, bored or anxious I do it. But I really want to know how to stop, it's kinda embarrassing for people to see....