Well, technically, a monkey with a coin to flip. "Heads this startup will succeed, tails it will fail"
5% of startups will be predicted to succeed and will succeed (correct prediction)
5% of startups will be predicted to fail and will succeed (false prediction)
45% of startups will be predicted to succeed and will fail(false prediction)
45% of startups will be predicted to fail and will fail (true prediction)
50% true predictions, 50% false predictions. A coin flip is always 50% accurate.