You can disable cookies for privacy.
If you disable cookies, the analytics program will not know that you don't want to be tracked.
The foregoing occurred to me after I knuckled under and added piwik's opt-out to the Legal page. I assume GA has something similar. After all, you have to be logged-in to G to keep your search terms secret.
Moral: You can't win :)