Not rare at all. People you decline aren't going to sod off to another industry, they'll generally stay in the same one, but at another company. If they have talent you didn't see or didn't want, they'll rise and be decision makers. It doesn't have to be multimillion-dollar contracts to have an adverse effect.
Plus, when it all comes down to it, it's the ethical thing to do in the first place.