I turned it off. It didn’t come close to being a relevant feature that added to my enjoyment of music on my Mac.
First went the sidebar, then, after waiting several minutes for iTunes to stop “Sending Genius information to Apple”, went Genius altogether. At least my network will be less chatty.
iTunes menu -> Store -> Turn Off Genius
