Quick analysis:
1297 YC companies (from here: http://www.ycombinator.com/press/)
860 YC companies listed as either active or acquired (from here: http://www.ycombinator.com/companies/)
= 33% failure rate
That's a lot higher than I would have expected, to be honest.