I hadn't really read that many prize winning books until I started reading from my 100 books list of Prize Winners. My favorite one so far is Interpreter of Maladies by Jhumpa Lahiri. I've mentioned the book various times, I know, but it's one that I think everyone should read. I love her writing style! 
