In your terms, always static. Otherwise, you're looking at a skill/DC increase treadmill. What's the point of increasing your skill if it doesn't give you any actual improvement?
However, I will say that even in systems or editions with a DC-by-level chart, like 4E's advice for what is a "Hard...