For hiring managers

What is a panel interview? Formats, scoring, pros and cons

On this page
  1. What are the types of panel interview?
  2. How does a panel interview work?
  3. How is a panel interview scored?
  4. Is a panel interview the same as a structured interview?
  5. What does a panel interview look like from start to finish?
  6. Why use a panel instead of one interviewer?
  7. What are the drawbacks of panel interviews?
  8. Should you use a panel or one-on-one interviews?
  9. How many people should be on an interview panel?
  10. What should candidates be told before a panel interview?
  11. How do AI note takers fit a panel interview?
  12. Questions people ask

A panel interview is a job interview in which two or more interviewers meet one candidate at the same time, usually each covering a different area, and each rates the candidate independently before the panel agrees a result. The U.S. Office of Personnel Management (OPM) describes a typical panel as two or more people who know the job well and are trained in interviewing, and notes that interviewers can also see a candidate one after another "in a serial fashion," which many employers call a panel or a loop too.

This page defines the term, the formats it covers, how panels are scored and when a panel is worth the cost. If you are about to sit on one, our panel interview tips for interviewers cover running the room.

What are the types of panel interview?

FormatWhat happensIs it a panel?
Joint panel (board interview)Two to four interviewers meet the candidate together, each asking about their areaYes, the classic form
Serial or sequential interviews (a loop)The candidate meets several interviewers one after another, often on one dayOften called one; OPM treats it as the serial alternative to a joint panel
Presentation panelThe candidate presents prepared work, then the panel questions themYes, with an exercise attached
Virtual or hybrid panelPanelists join by video, from one room or severalYes; same format, harder logistics
Group interviewSeveral candidates are seen together, usually doing exercises while observers score themNo; see how to run a group interview
Hiring committeeA group reviews interview evidence and decides, without interviewingNo; it reviews panels rather than being one

How does a panel interview work?

OPM's Structured Interviews: A Practical Guide (Appendix D) describes the format in a few rules that most well-run panels still follow:

  • One person coordinates. A chairperson or coordinator handles the logistics, documents the process and runs the room.
  • Everyone has the same guide. The process is written into the interviewer's guide, and every panel member gets a copy.
  • A standard opening. The coordinator welcomes the candidate, introduces each panel member, briefly describes the job, explains the process the same way for everyone, says notes will be taken, and asks if the candidate has questions before starting.
  • Each member observes and records. Every panelist takes their own notes on what the candidate said.
  • The same panel for every candidate where feasible, so ratings stay consistent.

Who asks what, in which order, and how long each person gets is the panel plan; the panel interview plan template has a copy-ready version, and interview panel roles and responsibilities defines each seat.

How is a panel interview scored?

OPM's guide sets out an order that protects the main thing a panel offers, several independent reads of one candidate:

  1. Rate alone, straight away. Each panelist reviews their notes immediately after the candidate leaves and rates the candidate without discussion with other panel members.
  2. Back each rating with evidence. Ratings should be specific and supported by examples of the candidate's actual answers.
  3. Compare and explore differences. Panelists compare notes and ratings and "thoroughly explore the basis for discrepancies."
  4. Agree a consensus rating and record it, with the candidate statements that support it, on a group rating form.
  5. Review across all candidates before ratings are declared final, and each member signs.

Many private employers use variations: averaging independent scores, or letting the hiring manager decide after hearing every panelist. Whatever rule you use, write it down before the interviews and keep step 1. A panel that talks before scoring has one opinion, repeated. The meeting itself is covered in the interview debrief template.

Is a panel interview the same as a structured interview?

No. "Panel" describes who is in the room; "structured" describes how the interview is run: the same questions for every candidate, a common rating scale, and agreed standards for a good answer. OPM's guide says a structured interview is often run by one interviewer but "may also be administered by a panel." A panel that improvises its questions and agrees on a gut feeling is an unstructured interview with more people in it, and it inherits all the problems of one. The combination that works is a structured guide, split across the panelists, with independent scoring.

What does a panel interview look like from start to finish?

An invented example, for a hiring manager filling an operations manager role:

  1. A week before: the recruiter and hiring manager pick three panelists and assign each one competency: the hiring manager takes planning, a peer from finance takes budget ownership, a team lead takes people management.
  2. Two days before: each panelist gets their section of the guide and the candidate gets the names, roles and format.
  3. On the day: a 60-minute video panel. The recruiter coordinates, introduces everyone and keeps time; each panelist gets 15 minutes for their questions; the candidate gets the last ten.
  4. Within the hour: each panelist submits a scorecard with evidence, without talking to the others.
  5. Next morning: a 30-minute debrief compares ratings question by question and records the decision and the reasons.

Why use a panel instead of one interviewer?

OPM's guide gives three reasons, and practice adds two more:

  • Better capture. "A panel of two or three interviewers may be better able to document and interpret the information" a candidate gives.
  • Less rating bias. OPM says a panel "reduces the risk of biases in ratings."
  • A range of interviewers. A panel allows a diverse range of interviewers, which OPM notes signals to candidates that the organization values fair treatment.
  • One session for the candidate. A joint panel replaces three or four separate calls, which matters for candidates who are employed and taking time off to interview.
  • Shared evidence. Every panelist heard the same answers, so disagreements in the debrief are about judgment, not about who heard what.

What are the drawbacks of panel interviews?

  • Interviewer time. An example: a four-person, one-hour panel for six finalists is 24 interviewer hours before anyone writes a scorecard. A two-person panel is 12.
  • Intimidation. Some candidates perform worse when outnumbered, which tests composure under scrutiny rather than the job, unless the job really involves that.
  • The senior voice. The most senior panelist can take over the questioning and, later, the debrief.
  • Scheduling. Finding an hour when four busy people and a candidate are free can add days to the process.
  • Repetition and overlap. Without a plan, panelists ask the same favorite questions and leave competencies uncovered.
  • Talking over each other on video. Audio lag on virtual panels turns follow-ups into collisions.

Should you use a panel or one-on-one interviews?

A panel tends to be the better choice when:

  • Several people must assess the same skill and you want their independent views of the same answers.
  • The role works across teams, and each team needs a say.
  • The candidate is senior, employed, or traveling, and fewer sessions matter.
  • You are hiring several people for one role and want the same panel to see everyone.

Separate one-on-one interviews tend to work better when:

  • Each interviewer assesses something different and needs time to go deep, such as a technical exercise.
  • The role is junior or high-volume, and a panel's interviewer hours are hard to justify.
  • Your interviewers are new to structured interviewing; one person following a guide is easier to get right than four coordinating live.

How many people should be on an interview panel?

OPM's guidance speaks of panels of two or three. A workable rule of thumb: add a fourth seat only when that person assesses something nobody else can, and be wary of a fifth: each extra panelist adds interviewer hours and makes the room harder for the candidate, while their questions eat into everyone else's time. If more people need a say, use a serial loop or share the scorecards with them afterwards.

What should candidates be told before a panel interview?

Names and roles of the panelists, the length and format, roughly which area each person covers, and who to contact with questions or accommodation requests. Candidates prepare better and give better evidence when they know who is across the table. Our panel interview invitation email template, listed at the end of this page, has wording for agencies and in-house teams. On the day, the coordinator should repeat the format in the opening, so nobody has to guess why four people are on the call.

How do AI note takers fit a panel interview?

The usual problem is too many of them: if several panelists use bot-based note takers, several bots may try to join. Agree one capture method per panel, tell the candidate once, and keep scoring independent even if everyone reads the same transcript afterwards. Interview Signal, which we make, splits the question guide across the panel and shares only which questions have been asked and the scores, never transcripts. The tool options are compared in AI note takers for panel interviews.

Questions people ask

What is the difference between a panel interview and a group interview?

A panel interview is several interviewers with one candidate. A group interview is the reverse: several candidates seen together, usually doing exercises while observers score them. The two are scored and run very differently.

How many people should be on an interview panel?

Two or three is the usual answer. The U.S. Office of Personnel Management says a panel of two or three interviewers may be better able to document and interpret what a candidate says. Each extra panelist adds interviewer hours and makes the room more intimidating, so add one only when they assess something nobody else can.

How are panel interviews scored?

Each panelist takes their own notes and rates the candidate independently, without discussion, straight after the interview. The panel then compares ratings, explores the reasons for any differences and agrees a final rating, which is the process OPM's structured interview guide describes.

Is a panel interview better than a one-on-one interview?

It is better for comparing independent views of the same answers and for saving the candidate a day of separate meetings. It is worse when the room intimidates candidates, when one senior panelist dominates, or when the panel discusses the candidate before everyone has scored. Structure matters more than the format.