Gates that reduce resume flow-through are only useful if their reduction is correlated with quality. Otherwise they're just dragging out your hiring process or unnecessarily causing you to ultimately lower your hiring bars.
The volume is infeasible to review everyone for quality, even at an hour scale. The conclusion and solution is inevitable, though I wish it were different. 35% is actually really good if you’re not coming in through a referral.
The current reality is <1% and the person reviewing you is exhausted.
Corpo bullshittery at its finest.
If you have 1000 applications for every job, and you know that a bunch of these applications are "a bad fit", to put it mildly, you have to filter. And you cannot realistically give every resume a good, human look. By the time HR would be done, the market has already moved on five times.
So, what is the real difference between being overlooked because HR could only look at the first 100 resumes, or the AI filtered all 1000 resumes down to 100? In the end, a fuckton of potentially great people get their feelings hurt either way.
Here's a realistic proposition. HR just wants to inflate numbers so that they seem busy looking for the right fit. Keep posting open for 1 week, manually filter for another week, invite people, employ one. Plenty of people with degrees looking for jobs right now, I don't see what's the issue with just trying one. Companies desperately look for the "magic" applicant that checks all boxes, while also trying to pay them almost minimum wage.
Instead of spending all those resources on resume filtering, hire resume blind. Instead of using llms for a thing they are bad at (subjective decision making) use them to build a deterministic process that isn’t.
Use work sample hiring as the filter. Make the work sample automatic to sign up for and judge.
At 10 seconds per resume, it would take you 3 hours to go through all 1000 resumes. I don't know what you consider "good" and "human", but my human eyes could easily do good enough, fully manual pre-screening at a rate of 1 requisition per day.
At 10 seconds per resume, I would not assume that you're screening better than the LLM.
What I hear happens now: people apply for a "Senior Golang SWE" with 2 years of experience with C#. Or, relevant for hiring in the US, the job posting says the visa is required, but people apply without it anyway.
Maybe a platform could be designed where candidates have one account for multiple companies, and the number of applications on the platform is limited to, say, ten per person per month or something. To get people to be selective. I don’t think this should be the only way to apply, but maybe the companies involved could look there first.
It’s all probabilities in the end. And if an LLM gives you more a more relevant pool vs random distribution, that’s still a net benefit.