For me it tells me a lot about how a person goes about solving the problem, how they're going to avoid it later (if the are), context about the conditions that the person worked in, where their interest lies, and what motivates them.

If their answer involves "well I searched around stackoverflow a lot and asked there" that's a no go for me.