Brace yourselves for the onslaught of negative comments. I can't wait for the statistical analysis to be trashed.
But that's vulnerable in the other direction. If 90% of startups fail, it's very easy to predict failure.
An interesting non-statistical inquiry would be to look at the problems people are complaining about and seeing whether they're still present in the successful projects (e.g. dropbox privacy).