Years ago, job searching had rhythm.
You’d signal you were open, have a handful of conversations, move through a few interviews, get a couple offers, pick one, and move on to your next career adventure.
That version of the market doesn’t really exist anymore.
What’s replaced it is quieter and messier. People aren’t drowning in offers. They’re struggling to even get consistent conversations. And when they do, there’s often no clarity on where they stand or how decisions are actually being made.
To understand what that looks like on the ground, I spoke with Hunter, a senior QE currently in an active job search.
His phone is ringing. He’s getting interviews. Several per month.
But he’s not seeing closure.
Not because he’s not qualified. But because the system around hiring has changed shape.
The market is active but not productive
From Hunter’s perspective, job volume is misleading.
He sees maybe a handful of new roles a week. Sometimes one or two a day. But alot of the roles he sees aren’t “new.” They’re recycled listings. Reposts. Roles that cycle back into the market after candidates already went through them.
He even pointed out a company where he went through multiple rounds, didn’t get selected, and then saw the exact same role reposted again, ,and again…appaaring to sit open indefinitely.
Compared to 2022, the difference is noticable.
Back then, he was applying to roughly eight distinct roles a day. More variety. Less repetition. Faster movement.
Now it feels like the market is looping instead of expanding.
Same roles. Same signals. Less clarity.
I’m seeing the same thing on my end. I’ve spoken with several TA leaders overseeing roles at local companies where positions are being reposted repeatedly. In many cases, these teams are actively interviewing candidates and advancing them to hiring managers. The breakdown seems to happen downstream: either there are too many decision-makers in the process and every stakeholder needs to sign off, or the team never clearly defined what ‘right’ looks like before going to market. I saw a role reposted five times over a three-month span before finally closing with an accepted offer
“What are firms filtering for?” -everything and nothing
One of the most consistent tensions in the conversation was this:
Nobody seems fully aligned on what “qualified” actually means anymore.
AI experience is now showing up in almost every job description, but it’s vague. Tools get named (Cursor, Claude, etc.), but expectations are undefined. Recruiters don’t clarify it. Candidates can’t map it to real experience.
Hunter put it simply:
“What are firms filtering for? Honestly, all kinds of things. I’d focus less on trying to decode what specific experience in AI is required, and focus on your ability to communicate what you have done.”
Recruiter conversations are becoming procedural, not diagnostic
A bigger pattern showed up in nearly every part of the interview process: surface-level screening.
Typical recruiter call includes:
- Walk through your background
- Ask if you’ve used X or Y tool
- Confirm basic experience
- 15–30 minutes max
- Move on
Depth is rare.
In some cases, he was asked overlapping questions multiple times in the same process, suggesting there wasn’t a shared framework internally for evaluating candidates.
In my opinion, the recruiter isn’t really acting as a gatekeeper/vetting layer anymore. They’re more like a relay point. Collecting answers, passing them along, and moving to the next candidate.
That changes the dynamic entirely.
Because the candidate isn’t being evaluated in real depth at the first stage anymore: they’re being summarized.
Technical evaluations aren’t consistent with the job they’re hiring for
The inconsistency continues later in the process.
Hunter described one extreme case where a QA automation role included live LeetCode-style algorithm problems. No automation context. No real testing scenarios. Just abstract problem solving.
Another involved being asked to write SQL live in a panel interview and being told immediately that his answer was wrong, without discussion.
Then there are better examples.
Like LoopQA: where the evaluation was realistic, relevant, and actually reflected the work.
The contrast matters.
Because it shows the core issue isn’t “technical difficulty.”
It’s alignment.
What’s being tested often doesn’t map cleanly to what the job actually requires.
The real leverage point isn’t better preparation. It’s better control of the process.
This is where the conversation shifted.
Because most job search advice still sounds like:
- send a thank you email
- follow up politely
- wait to hear back
That’s outdated.
Not because politeness doesn’t matter but because it doesn’t influence the decision loop.
By the time most candidates hear back, the hiring decision is already forming internally.
So the real question becomes: Where can you actually influence the process while it’s still live?
The answer that came out of this conversation was simple, but underused:
Schedule the interview debrief with the recruiter.
Not after the process ends.
After every hiring manager interview. When the recruiter confirms the interview with management, ask to get time on calendar now, for after the interview so you have a chance to download. Additionally, ask them what their expeirence has been with other candidates who have interviewed and that will hopefully provide insight into what you can expect when you walk into the room.
A short, structured 15 minute debrief while the signal is still fresh. Not just “checking in.” A deliberate touchpoint.
What changes when you do this
A debrief does three things most candidates don’t realize they’re missing:
First, it creates a second channel of information flow.
Instead of waiting passively for feedback, you get real-time context:
- Where you stand
- What the hiring manager is prioritizing
- How many candidates are in play at this stage of the game
- Whether decisions are made per interview or at the end of the loop
Second, it gives you a chance to shape your narrative.
Most candidates assume their interview speaks for itself. It doesn’t.
It gets summarized.
A debrief lets you correct that summary:
- reinforce strong moments
- clarify weak signals
- address concerns before they harden into a “no”
Third, it turns the recruiter into an ally instead of a messenger.
Recruiters don’t always have deep domain context. But they do have access to the hiring manager.
If you give them a clear read on how the interview went: your strengths, your concerns, your intent, they can carry that forward.
Most candidates don’t do this and they lose leverage they didn’t realize they had.
The core idea
You can’t control whether you get the offer.
But you can control how information moves after each interaction.
And in a market where hiring signals are noisy, recycled, and inconsistent, that flow of information is often the difference between being evaluated clearly or being lost in the pile.
Closing
Hunter’s experience isn’t unique. These themes are happening at large.
Fewer clear signals. More recycled roles. Less depth in early conversations. More ambiguity in what “qualified” even means. So candidates end up trying to optimize everything except the one thing that actually compounds:
How their story travels after each interview.
And that’s where the shift is. Not in better answers. In better control of the conversation after the answers.
Shoutout to Hunter Graham for the boots-on-the-ground perspective.