Panel Interviews Are a Group Project, and Nobody Did the Work
If you didn’t prep, don’t interview.
Panel interviews are already awkward. They are a room full of strangers trying to decide if a person should be allowed to pay rent. They might work for some people and some roles, but they do not work well for everyone. When a company tosses an interviewer into a panel with no warning and says, “You’re just here to do a quick culture read and ask follow-ups,” I want to flip a table, politely, in writing.
That is not a real interview role. It is passive participation dressed up as coverage, and it is unfair to everyone involved, especially the candidate.
“Be there for a culture read” is not a job
Let’s call this what it is, because the polite framing is doing too much work.
You are being asked to:
show up cold
improvise questions
react to what other people ask
and somehow produce a meaningful signal about a person you have not met
That is not an interview plan. It is delegation by panic, and it usually happens because the hiring process is held together by wishful thinking and calendar invites.
If you want someone to evaluate a candidate, you have to give them a clear competency to assess, the role context and expectations, a structured set of questions, and time to prep. Otherwise, you are not hiring. You are crowdsourcing feelings.
Under-prepared panelists do damage
Here’s what happens when panelists are under-prepared:
The interview turns repetitive
Everyone asks some variation of the same “tell me about yourself” question because nobody coordinated.
The candidate gets uneven evaluation
One interviewer digs into technical depth. Another interviewer asks softball questions. A third is silent and takes notes like they are scoring Olympic figure skating.
The “follow-up person” becomes an interruption machine
The candidate is mid-answer, the panelist who came in cold jumps in with a follow-up that is either:
already answered
weirdly off-topic
or based on a misunderstanding
The candidate leaves with a bad impression
They can tell you are not ready, and if you cannot run your own hiring process competently, why would they trust your engineering culture, onboarding, or leadership?
Hiring is a preview of how your organisation works. A messy interview is not just awkward. It is a signal.
Panel interviews and neurodivergent people
Panel interviews might be uncomfortable for anyone, but they can be uniquely punishing for neurodivergent candidates and interviewers. The format tends to stack a bunch of stressors on top of each other, and then pretends the outcome is a clean signal about job performance.
For candidates, panels often mean more sensory input, more unpredictable turn-taking, and more ambiguity about what is expected. If someone needs time to process, prefers clear prompts, or does better with a predictable structure, a chaotic panel can read as “not senior enough” when it is really just “this format is a mess.”
For interviewers, the problem is different but just as real. Showing up without prep and being told to improvise follow-ups is rough for anyone, but it is especially rough for people who do better with clear lanes, scripts, and time to think. It also increases the odds that the loudest person drives the interview while everyone else either freezes or interrupts to compensate.
If you care about fairness, treat structure as an accessibility feature. Clear lanes, prep materials, timeboxes, and a facilitator are not corporate polish. They are the minimum bar for not turning the interview into a stress test.
What “do the work” actually means (a concrete standard)
It is easy to say “panelists should prepare” and then do nothing that makes preparation possible. If you want a panel that produces a real signal, there are a few things that have to exist before the calendar invite goes out.
Here is the standard I wish more teams used:
1. Every panelist has a lane
If you cannot write down what a panelist is assessing, remove them from the panel. Watching is not assessing, and “jump in with follow-ups” is not a lane.
Good lanes are specific and job-relevant:
Technical problem solving (debugging, decomposition, tradeoffs)
System design (scope appropriate to level)
Collaboration (conflict, feedback, working with ambiguity)
Ownership and judgement (decision-making, prioritisation, follow-through)
2. Every lane has a small question set
The goal is not to stump the candidate. The goal is consistency.
Each lane should have:
2 to 3 primary questions
2 to 4 follow-up prompts
a short “what good looks like” definition
This reduces random variance and makes the debrief less about who liked the candidate’s communication style.
3. There is a facilitator, and the facilitator is actually facilitating
Panels fail when they become a free-for-all. The facilitator is not the person who “kicks it off” and then checks out.
The facilitator enforces:
agenda and timeboxes
turn-taking
transitions between lanes
a pause when the candidate is overloaded
If you are running panels with no facilitator, you are not running panels. You are running group improv.
A quick example of a panel that produces garbage signal
This is the version you have probably seen:
A panelist is added last minute.
Nobody knows who is assessing what.
Everyone asks overlapping questions.
The under-prepped panelist tries to salvage their presence by interrupting with follow-ups.
The candidate spends half the interview context-switching and trying to read the room.
Then the debrief sounds like:
“They were not confident.”
“They were kind of quiet.”
“They rambled.”
“I just did not feel it.”
None of that is evidence. It is a reaction to an environment you created.
Why panels get used anyway (and why that is a problem)
Panels usually get sold as “efficient.” One meeting, multiple opinions, faster decision. That story is comforting, and it is also mostly false.
Panels are not efficient when they are under-prepped. They are a way to compress a bunch of weak signals into a single hour and then pretend the outcome is rigorous because multiple people were present.
The real reason panels are popular is that they feel safer for the organization:
Shared responsibility means nobody owns the call.
More observers means more plausible deniability when the hire goes badly.
“We had a panel” sounds like maturity, even when the panel was chaos.
It is the corporate equivalent of bringing extra witnesses to an argument so you can later say, “See, it was not just me.” That is not assessment. That is risk management.
The kind of fairness candidates actually want
Candidates do not need you to be charming. They need you to be competent.
Fairness is not “everyone got the same generic questions.” Fairness is:
clear expectations
predictable structure
enough time to answer without being interrupted
interviewers who are prepared and not freelancing
a decision based on evidence instead of social preference
If your panel cannot deliver those things, it is not a fair interview. It is a stressful group conversation with career consequences.
The extra cruelty of the unprepared panel
An under-prepared panel does not just waste time. It offloads the work of making sense of the interview onto the candidate.
The candidate ends up doing two jobs at once:
answering questions
managing the room
They have to figure out who is driving, who is hostile, who is bored, who is confused, and which question actually matters. Then they have to respond in a way that keeps everyone engaged, because silence gets interpreted as weakness and thinking gets interpreted as lack of confidence.
If you want to evaluate someone’s ability to do the job, stop testing their ability to survive your meeting dysfunction.
What panel interviews should be (if you insist on doing them)
Panel interviews can work, but only if you treat them like a system, not an event.
A good panel interview has:
Defined lanes: each panelist owns a competency area (debugging, design thinking, collaboration, leadership, product judgement)
Shared rubric: what “good” looks like for that competency
Prepared questions: consistent prompts that reduce bias and randomness
Time for prep: 15 to 30 minutes minimum, ideally with a briefing doc
A plan for follow-ups: follow-ups are for clarification, not chaos
If you cannot do those things, do not run a panel. Run 1:1 interviews and compare notes after.
The quiet part: “Follow-ups only” is often a cover for bias
When someone is told to show up and “just interject,” the real instruction is sometimes:
look for a reason to say no
validate a gut feeling
apply an unspoken bar that nobody wrote down
That is how you end up with inconsistent hiring standards, vague feedback, and “they were not quite senior enough” as the universal excuse.
If you cannot explain what you were evaluating, you were not evaluating anything. You were reacting.
AI interviews and one-way videos are the same problem in different packaging
Now let’s talk about the other flavour of hiring nonsense: automated interviews, one-way video prompts, and AI screening tools.
Companies love these because they remove work from the people doing the hiring. They tell themselves it is “efficient,” and what it actually is, is outsourcing judgement to a system that cannot be accountable.
One-way video interviews are bleak for a simple reason:
The candidate is expected to perform into a camera with no feedback, no rapport, and no context.
The company learns almost nothing that predicts real performance.
The process filters for comfort with acting, not competence.
AI screening adds a second layer of garbage, which is impressive given the baseline:
You do not know what it is weighting.
You cannot audit the reasoning in a meaningful way.
Candidates cannot correct misunderstandings.
Bias gets laundered through “the model said so.”
If you want to evaluate communication, have a conversation. If you want to evaluate problem-solving, give a real problem and talk through tradeoffs. If you want to evaluate collaboration, simulate collaboration, and stop pretending a robot can do hiring while humans avoid doing the hard part.
The interview process is part of the product
Companies love to pretend hiring is separate from culture. It is not. The hiring process is your culture in its purest, most concentrated form.
If your process is chaotic, candidates will assume your work is chaotic.
If your interviewers are unprepared, candidates will assume your leadership is unprepared.
If your process is built around stress and ambiguity, candidates will assume your day-to-day is built around stress and ambiguity.
This is why the “it is just one interview” defence is nonsense. You are not just collecting signal. You are also demonstrating how you operate when the stakes involve another person.
And yes, some companies do not care about that because the market is tight for candidates, not employers. That is where the entitlement shows up. When the power balance shifts, those same companies will post long threads about how “candidates ghosted us” like the candidates were the ones running the chaos machine.
If you want better hiring outcomes, start by treating the interview like real work. Prep, structure, and respect are not optional extras. They are the baseline.
The minimum standard: if you interview, you prep
If you are on an interview panel, you have a responsibility because you are affecting someone’s career, income, and confidence. Sometimes all in the same hour, with the same set of strangers.
Here is my bare minimum standard:
If you are interviewing, you get prep time.
If you do not have prep time, you are not interviewing.
If the company cannot afford prep time, it cannot afford to hire.
Candidates deserve better than a half-assembled panel and a shrug.