When facing a significant water hazard do you switch balls, using one of those ones you found in the trees that looked like it had been there since Jack Nicklaus was in diapers?
When you do that, you're actually cheating yourself. You're not building your confidence, you're doing just the opposite.
Want to up your game? Use the new ball.