How to Conduct a Panel Interview: Roles, Questions and Fair Scoring

A panel interview is a job interview in which two or more interviewers meet one candidate at the same time. Teams use panels to save time, to let several people see the same answers, and to reduce the effect of one interviewer's personal bias.

A badly run panel feels like an interrogation, and the panelists walk out with four different opinions and no shared evidence. Most of what makes a panel work happens before and after the interview itself.

When a panel interview makes sense

A panel is a good choice when:

• Several people must agree on the hire, for example a hiring manager, a future peer and someone from a partner team.
• The calendar is tight. One 60-minute panel replaces three or four separate interviews.
• You want to compare impressions of the same answers. Separate interviews give each interviewer different information.

It is a poor choice for a first screen, for very junior roles where a panel can intimidate candidates, or when panelists cannot agree in advance on what they are looking for.

Step 1: Choose the panel

Two to four people is enough. For each panelist, write down why they are there:

Role on the panel	Typical person	What they cover
Lead	Hiring manager	Opens and closes, owns the core role criteria, keeps time
Specialist	A senior peer or subject expert	Technical or functional depth
Partner	Someone from a team the role works with	Collaboration and communication
Values or bar raiser (optional)	Someone outside the team	Consistency with the company's hiring bar

Include different perspectives where you can. A panel of four people with the same background brings the same blind spots four times.

Step 2: Split the criteria and questions

Agree on four to seven criteria for the role before the interview. Then give each panelist two or three criteria to own, and one or two questions per criterion. Use behavioral questions about real past situations; the STAR method gives every panelist the same checklist for a complete answer.

Write the plan down in one document:

PANEL PLAN - [Role] - [Candidate] - [Date]

Lead: [Name] - opens, closes, criteria 1 and 2
Specialist: [Name] - criteria 3 and 4
Partner: [Name] - criterion 5

Order:
00-05  Lead: introductions, how the interview works
05-20  Lead: criteria 1 and 2
20-35  Specialist: criteria 3 and 4
35-45  Partner: criterion 5
45-55  Candidate's questions
55-60  Lead: next steps

Step 3: Run the interview

1. Open with a short introduction. Each panelist says their name and role. The lead explains the format, that panelists will take notes, and that there will be time for questions.
2. One person asks at a time. Panelists stick to their own criteria. Others listen and take notes.
3. Follow up on your own questions. "What exactly did you do?" and "What was the result?" are enough. Do not pile three questions on top of each other.
4. Watch the time. The lead moves the conversation on when a section overruns.
5. Leave real time for the candidate's questions. It is also a sales conversation: the candidate is deciding about you.

For remote panels, ask everyone to keep their camera on, mute when not speaking and avoid side chats that the candidate cannot see.

Step 4: Score independently, then debrief

Most panels go wrong here. If panelists talk about the candidate before they score, the most senior or most confident voice sets everyone's score.

1. Each panelist scores every criterion they observed, on the same scorecard, right after the interview.
2. Each score has one line of evidence, ideally the candidate's own words.
3. Only then does the panel meet. Go criterion by criterion. Where scores differ by two points or more, each panelist reads their evidence.
4. The hiring manager makes the decision and writes down why.

Use a scale with a written definition for every point, such as the one in our interview scorecard template.

Common panel interview mistakes

• No plan. Panelists ask overlapping questions and nobody covers the most important criterion.
• Rapid fire. Questions from three directions without time to answer feel hostile and produce shallow answers.
• Side conversations. Panelists whispering or messaging in front of the candidate damages trust.
• Groupthink. Discussing before scoring turns four opinions into one.
• Too many panelists. Five or more people leaves each one with a few minutes and overwhelms the candidate.

Taking notes in a panel interview

Every panelist taking full notes while also listening is hard. Two options work:

• One designated note taker who does not ask questions. This keeps the notes complete but takes one person out of the conversation.
• An AI note taker. Firstview's Notetaker joins panel interviews on Zoom, Google Meet or Microsoft Teams, transcribes each speaker separately so names stay right, and fills your scorecard template with a section for each interviewer. Panelists review and adjust their own section before the debrief.

Either way, the debrief should start from what each panelist wrote down during the interview.