The literal only way to get rid of that is quantitative tests.
In the past Google made a lot of hires where they first give people a phone screen, then five in-person whiteboard interviews, then the interviewers send a dossier to a committee, then that committee decides whether to hire or not, then "team matching" lets hiring managers see the resumes.
So the interviews are basically conducted by random people, who have no idea what team the candidate will end up on.
Of course if you look at the number of employees Google has, and the average tenure, you can see why they make hires like Ikea makes chairs.
Usually what happens in a large org is (1) a department gets allocated a head count, and it eventually trickles down to team allocations; (2) a team needs a role that they can’t backfill from the rest of the company; (3) the team lead puts out an ad, receives resumes (directly or through HR), schedules interviews, and makes the hiring decision themselves. Exactly the same as a small company or startup in the last step.
When you're operating a huge furniture company, you want every dowel and every hole the same size. Then any fool can assemble it, and you don't have to waste time and space on a collection of slightly-too-large dowels.
To scale up often means focusing on consistency and precision, and less on expert judgement and care.