I have public profile visibility set to off, have had it for years. I'm pretty sure those settings just change how you look to people who are NOT logged in.
I think they used to, but they slowly removed those privacy-respecting features when they had pressure to grow aggressively (like Facebook).
IIRC, I think it started around when they became a public company and the stock was underperforming.