Put several interviewers on one call without a plan, and each of them asks whatever occurs to them. The candidate ends up telling the same story twice while one competency gets no questions at all, and the debrief goes the way of whoever speaks first.

Most advice on panel interview best practices starts with the question list. I’d start with who does what: split the competencies first, so each interviewer owns a different part of the role and asks the questions that go with it. Then make every panelist score before anyone speaks, because once one opinion is out loud, I think the rest of the debrief argues with it.

What goes wrong when one panel covers everything.

A panel with no plan fails in a few predictable ways, and each one has a fix you can put in place before the call.

When every interviewer is trying to assess the whole candidate, the questions bunch up around whatever is easiest to ask, and the candidate tells the same story about the same project twice. Meanwhile a competency the role needs gets no questions at all, and no one notices until the debrief.

Somebody also ends up taking notes, and whoever writes stops listening, so the follow-up a vague answer needed never gets asked.

After the call, if the debrief opens with someone asking the room what it thought, the first answer sets the frame, and the most senior voice is often the one that gives it. That is how interviewer bias gets into a decision without anyone choosing it.

Panel interview best practices start before the call.

Most of what makes a panel work is decided before the candidate joins: what each interviewer is listening for, and what a good answer sounds like when they hear it.

Start with the competencies. Agree with the hiring manager on the handful the role needs, then write down what a strong answer and a weak answer sound like for each. An interview rubric is the place to put that, so every panelist scores against the same description.

Then give every competency one owner. Each panelist takes one or two that no one else on the panel is scoring, and the part they play on the call follows from what they own.

Before the first panel for a role, run a short calibration. The panelists score one sample answer on their own and then compare, because two people giving the same answer different scores is much cheaper to find out before a candidate is in the room.

Run the hour in blocks.

On the call, each interviewer gets a block of the hour, and the panel moves through the blocks in turn, so the candidate always knows who is asking and why.

Open by telling the candidate who covers what, and when they’ll get to ask their own questions. Then give each block one lead. The others hold their questions until that block ends, which stops the free-for-all where everyone jumps in on the answer they find most interesting.

Leave room in each block for follow-ups. A plan with a new question every five minutes looks thorough on paper and leaves no time for the second question, which is usually the one that tells you something.

If the call isn’t being recorded, give the note-taking to whoever isn’t leading the current block, and rotate it as the blocks change, so the person asking the questions is never also the one writing.

The questions each interviewer owns.

Each panelist’s questions come from the competencies they own, and each owner needs one strong question per area with time to follow it up. I’d rather give each panelist one question to dig into than five to get through.

The last row has no set question on purpose. How a candidate handles several people at once shows up in the handoffs between blocks and in what they do when two panelists ask at the same time.

For more options in the collaboration block, there is a full list of communication skills interview questions with follow-ups to dig deeper.

Score before the debrief starts.

The hour after a panel is where the decision gets made, and the order things happen in sets how much of the panel’s evidence makes it into that decision.

The rule I’d hold to: the scorecards go in first, with every panelist writing and submitting theirs before anyone in the debrief says what they thought.

Then open the debrief on the evidence, one competency at a time, with its owner saying what the candidate said and what score they gave. When the panel gets to an overall view, the most junior panelist speaks first, so seniority doesn’t set the frame.

Hold the debrief the same day or the next, because a strong candidate keeps talking to other companies while the panel waits.

A separate guide to wash-up meetings is about the debrief a recruiter runs once the interviews are over, and how to keep that meeting on the evidence.

When a panel is the wrong format.

A panel costs several people an hour each, so save panels for shared decisions, the late-stage calls that several stakeholders have to agree on. Earlier than that, it slows the process down for little in return.

When the panel can’t be balanced, I’d run two shorter interviews with the same split of competencies instead of one lopsided panel.

Where Metaview fits in a panel interview.

Of everything above, the written scorecard is the hardest step to protect, because it asks each panelist to write up the hour from memory.

Shahriar Tajbakhsh, Metaview’s co-founder and chief technology officer, put an interviewer’s place on a hiring committee in two sentences.

A panel is a hiring committee sitting on one call, so each panelist needs evidence of their own to contribute from. Metaview’s Notetaker joins the panel as a visible participant and records and transcribes the call, then turns the conversation into structured notes. Because it captures every spoken word, the record the panel scores from holds what the candidate said, including answers a panelist was too busy listening to write down.

Recording depends on consent, which your team collects under its own policy and local law.

A team can structure the notes with its own template, one layout being questions and answers, so a panel’s notes can follow the questions each block asked.

Metaview then drafts a scorecard from the conversation, and the interviewer reviews it and submits it, so the rating stays theirs.

Across many panels, Metaview Reports lets the team query its own interview data and compare question coverage across interviewers and roles. A competency with no questions against it is the gap the split was meant to close, and the count shows which interviews keep missing it.

Fiona Keating, director of talent acquisition at SoSafe, puts the aim this way: “We’re using Metaview to create stronger hiring signals, better calibration across interviewers, and a really high-quality experience for candidates as well, regardless of the interviewer.”

For a panel, that last phrase is the test: when every panelist scores from the same record, the standard shouldn’t depend on who happened to be on the call.

Is your panel doing its job?

The scorecards from your last few panels will tell you. Pull them for one role and run these checks. Where one fails, fix the failing step first.

• Every competency has exactly one rating per candidate. Two ratings on one competency and none on another means the split slipped, so fix the plan before you touch the questions.
• Every rating has the candidate’s own example under it. Where one doesn’t, check whether its owner had time for a follow-up in their block.
• Every scorecard was in before the debrief started. If any came in after, move the next debrief later until they’re all in.
• The same person doesn’t open every debrief. If the most senior voice always goes first, set the speaking order before the next one. A guide to running an interview debrief takes that meeting step by step, from reading the written feedback to making the call.

If I could change one thing before your next panel, I’d give every interviewer a different job on paper: the competencies they own and the block they’ll run, sent out the day before. Everything else in this guide gets easier once no one on the call is trying to cover the whole candidate.