A QA Automation Engineer with 5 years of experience applied to a role he fit almost perfectly.
The recruiter thought so too.
A few days after applying, he got an email to schedule a call.
The conversation went great. He had the automation background. The technical stack aligned. Communication skills were strong. Startup experience? Check.
Then came the problem.
The recruiter said the req called for 7–10 years of experience.
So the candidate asked a reasonable question:
What specifically about the project requires 7+ years of experience?
The recruiter…couldn’t answer.
Not because they were bad at their job. Because most recruiters aren’t technical enough to explain the “why” behind arbitrary experience requirements in the first place.
Instead, the response was basically:
“I love your background so I will definately submit you if we can’t find someone who fits the req more closely.”
So as you can imagine, that submission went nowhere.
And honestly, that’s what makes the situation frustrating.
Not because this engineer was wildly unqualified.
Not because he interviewed poorly.
Not because the stack didn’t align.
But current hiring operates like a keyword filtration system with humans loosely attached to it.
I came along for the ride during my friend Steven’s job search journey, and after watching the process unfold firsthand, a few things became painfully obvious.
Over the course of his search:
- 40 submissions
- 12 interviews
- Multiple late-stage interview loops
- Several technically irrelevant assessments
- Countless examples of recruiter/hiring manager misalignment
- 2 offers (1 he applied to, the other was a referral)
And the experience was eye-opening.
The Reality of Recruiter Communication
One of the biggest things Steven noticed was how recruiters communicate today.
Most recruiters do not want long messages explaining your entire background.
They don’t have time.
According to him, the messages that consistently worked were short, direct, and easy to respond to:
“I came across your profile applying to [role]. Are you still looking for talent or all squared away?”
That’s it.
No life story.
No three-paragraph introduction.
No “here’s why I’m passionate about QA.”
Just enough for the recruiter to understand A) why you’re reaching out and B) what you want. If the recruiter is interested they will quickly decide whether your profile matches the req they’re trying to fill.
Because that’s what’s happening behind the scenes:
Recruiters skim your profile for 10 seconds and mentally build a narrative around you.
If your LinkedIn and resume tell “the wrong story”, you’re done before the conversation even starts.
Recruiters and Hiring Managers Are Often Evaluating Completely Different Things
Steven said this was probably the biggest pattern throughout the process.
Recruiters tended to evaluate resumes with a pass/fail mentality based on keyword alignment or specific bias.
Hiring managers, on the other hand, cared more about actual technical depth.
The problem is those two groups are not always aligned.
And QA roles especially seem to suffer from this.
Steven repeatedly ran into interview processes where QA candidates were being evaluated like backend software engineers instead of automation specialists.
Leetcode interviews.
Algorithm puzzles.
Developer-centric assessments that had little to do with the actual day-to-day responsibilities of the role.
One experience stood out more than the others.
He made it through nearly an entire interview process and received strong feedback across the board.
Then came a Leetcode challenge.
He bombed it.
Not because he couldn’t automate.
Not because he couldn’t engineer solutions.
Not because he lacked experience.
Because nerves hit during a puzzle-style assessment that had almost nothing to do with the reality of the job.
And just like that, the opportunity disappeared.
His take on technical assessments was interesting:
Instead of abstract algorithm challenges, companies should evaluate candidates against problems that actually resemble the work.
Use a real repo.
Use real bugs.
Use real testing scenarios.
Ask someone to debug a flaky test.
Design an E2E test strategy.
Identify weaknesses in an automation framework.
That tells you infinitely more about a QA engineer than reversing a binary tree ever will.
“Beating AI” Isn’t the Real Problem
A lot of candidates obsess over writing resumes that “beat AI.”
But after going through the market himself, Steven’s opinion was pretty blunt:
Keywords matter.
But evidence matters more.
And networking matters even more than that.
The reality is your resume may never even get read if your outreach is weak.
That was one of his biggest takeaways after we rebuilt parts of his resume together.
Not underselling experience mattered.
He worked at unknown start-ups so adding concise summaries under each company mattered.
Highlighting leadership, communication, and AI tooling mattered.
But properly positioning himself mattered most.
At one point, we even shifted his branding from “Senior” to “Principal” because his actual scope and impact aligned more closely with that level: even if previous titles didn’t.
Believe it or not but that title adjustment alone changed how recruiters interpreted his experience and willingness to speak about their “senior” openings.
The Biggest Lesson From Watching This Search Play Out
Current hiring practices are not rational.
A lot of highly capable engineers are losing opportunities because:
- Recruiters can’t interpret transferable experience
- Hiring processes aren’t aligned with actual job responsibilities
- Technical assessments are poorly designed
- Job descriptions are bloated or unrealistic
- Companies filter for comfort instead of capability
And yet despite all of that, Steven still landed somewhere strong.
Ironically, one of the things he said he would change most about his search was starting outreach earlier.
Not applying earlier.
Not grinding Leetcode earlier.
Learning how to actually communicate with recruiters earlier.
Because once he figured that out, the process changed dramatically.
And honestly? Watching this process unfold firsthand reinforced something I’ve believed for a long time:
The best candidates are not always the ones getting filtered to the top.
Sometimes they’re just the ones who learned how to navigate a broken process better than everyone else.
Thanks again to Steven for being willing to openly reflect on his experience navigating today’s hiring market and sharing the realities behind the interview process from a candidate’s perspective. This type of information is gold for job seekers.