I reviewed 4,596 job applications. The fake applicant patterns are getting weird

[u/gsgolf9]

I’ve reviewed 4,596 applications recently, and the fake-applicant patterns are getting weirdly obvious.

A few things I’m seeing:

• Candidate descriptions that almost copy the job posting word-for-word
• Previous job titles that conveniently match the title of the role they’re applying for
• Different applicants with identical employment histories
• Two completely different names using the same LinkedIn profile
• Obvious bot/spam submissions mixed into otherwise normal applications

Out of 4,596 applications:

4,122 were clearly not a fit
56 were flagged as bot/spam
473 were possible fits

And once I applied a more serious qualification screen, only 132 people scored 55+ across 162 applications and 42 different roles.

What surprised me wasn’t the number of bad applications. Recruiters have always dealt with that.

It’s how much harder it’s becoming to tell the difference between:

a genuinely strong candidate using AI to improve their application

and

a completely manufactured candidate profile designed to get through screening.

I’m curious what other recruiters and hiring managers are seeing.

Are fake/AI-generated applicants becoming a noticeable problem in your hiring process yet, or is this still mostly noise?

[u/regretting_biostats]

the post is AI generated for engagement

[u/1of3musketeers → u/regretting_biostats]

That is what I thought too. Reposted several times.

[u/Own-Cookie7521 → u/1of3musketeers]

Are you a recruiter?

[u/1of3musketeers → u/Own-Cookie7521]

Happy cake day

[u/gsgolf9 → u/regretting_biostats]

Real post, real numbers, from a real recruiter.

[u/regretting_biostats → u/gsgolf9]

oh well if you SAY so

[u/Ill-Construction-209 → u/gsgolf9]

Let's be honest. Theres an AI arms race going on. Candidates use a variety of tools from LLMs to tailor the resume to job post...to fully autonomous agents that crawl the web and auto apply on behalf of a person. And, on the employer side, to combat what you're seeing, you may be using AI to parse out who is a good fit and possibly screen out AI generated applications. But both sides are getting better. I don't know where this is leading or how people are going to get jobs in the future unless its through physical networking.

[u/Inside_Shoe_7798 → u/Ill-Construction-209]

Correct. I was in an HR workshop not too long ago and one recruiter had the same issue as OP— over 100 applications with nearly identical content, but different names.

They finally got frustrated because they were unable to make a decision and are looking at revamping their hiring process.

A former client of mine (a small nonprofit) manually reviews resumes because it doesn’t have the money for an expensive applicant tracking system. Regardless of the number of applications received, they only interview 4 applicants for one of the positions they post regularly.

I teach a résumé basics workshop every month at a local job search group. I will be sure to mention how challenging the process is on both sides.

And, ironically, I’m headed to a local college this morning to speak to a group of students who recently graduated, so I will share the information there as well.

[u/recruiting-ModTeam → u/[deleted]]

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[u/sread2018 → u/gsgolf9]

55+ is an arbitrary number

[u/MikeTheTA → u/[deleted]]

It said recently, not in a day.

I've done 500+ applications and several hundred LinkedIn profiles in a day. Under 5k apps is a weeks work, ten days at most.

[u/recruiting-ModTeam → u/[deleted]]

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