What do you do when interview feedback is contradictory?

When you're heading into a debrief with a strong yes from one interviewer and a strong no from another, the resolution almost always comes down to the same question: which read is actually supported by evidence? Contradictory overall signals are not uncommon—what matters is whether the debrief produces a decision grounded in what the candidate demonstrated, rather than who makes the strongest case in the room.

Before the debrief: check the quality of the feedback itself

Before treating the contradiction as something to work through in the debrief, it's worth establishing what you're actually working with. Feedback that's thin, personality-based, or written from memory rather than captured evidence can create the appearance of contradiction where there isn't one—or make a genuine disagreement harder to resolve than it needs to be.

If the feedback itself is the issue, send that interviewer their submission and ask them to add candidate responses that support their conclusion, providing the recording or transcript if available so they have something to work from. An assessment backed by specific evidence and one that isn't aren't equally weighted inputs, and it's worth knowing which is which before the room convenes.

Running the debrief

Set the standard at the start: the discussion should be grounded in competency evidence only. Personality observations and subjective reads aren't evidence of job-relevant skills and shouldn't carry weight in the room—regardless of who's making them or how confidently.

From there:

• Go to the source. If the feedback doesn't resolve the contradiction, go directly to what was said. Asking direct questions of an interview intelligence tool—or reviewing the relevant section of a transcript or recording—can surface specific candidate responses that the written feedback didn't capture.
• Decide how much weight each competency carries. If the team disagrees on one competency but aligns on several others, the question is how critical that dimension is to the role and whether the disagreement actually changes the overall picture.
• Name the evidence gaps. If one side of the contradiction can't be backed by specific candidate responses, say so explicitly. A decision made with acknowledged gaps is more defensible than one that treats uneven evidence as equivalent.

What to avoid

Letting the loudest or most senior voice resolve a genuine contradiction isn't a decision—it's a default. If the team can't reach alignment based on the evidence available, it's worth asking whether more information is needed before deciding.

Research from Textio found that interviewers write 39% more feedback for candidates they're rejecting than those they're recommending for hire—a pattern consistent with interviewers justifying instinctive decisions rather than documenting evidence. In a debrief where feedback is already contradictory, that asymmetry is worth keeping in mind: the most detailed case in the room isn't necessarily the most accurate one.

The Lavalier interview intelligence system is built to make evidence-based resolution easier. Live Guidance captures what each candidate said against competencies in real time and drafts feedback automatically—so the debrief starts from something concrete rather than reconstructed impressions. Candidate Compare then maps that evidence to the role's criteria and lets the team ask direct questions about how candidates stack up, so the discussion stays grounded in what was actually demonstrated.

Lavalier is free to get started. Try it on your next role →