Before I buy a book, I find out it exists. I usually do that through articles, blogs and the like - and they tend to favor books which won awards.
So no, I do not directly check that. I do not care. But I will probably not find out a book is worth reading unless it has won an award, or is from an author who has previously won one. There are exceptions, but they are not that many.