if you have decent (randomized) pivoting, you never hit the worst case or anything like it
Also note that with a randomized pivoting you _might_ hit a O(n^2) worst case, it's just that it's incredibly rare and cannot be forced by an attacker controlling your input, so for most practical purposes can be ignored.