.png){kind=avatar}
Subjective interview feedback—observations about personality, energy, or cultural fit that aren't tied to specific candidate responses—is fixed by changing the conditions that produce it: clearer competency assignments, better interview questions designed to surface evidence of those competencies, better evidence capture during the conversation, and a higher bar in the debrief for what counts as usable input.
Subjective feedback isn't usually the result of careless interviewers. It's the result of interviewers who didn't have a specific enough brief, couldn't capture evidence effectively while leading the conversation, or wrote their assessment too long after the fact for specific details to survive.
The numbers make the pattern hard to ignore. Research from Textio found that across more than 10,000 interview assessments, candidates who went on to receive offers were 12x more likely to have been described as having a "great personality" than those who didn't—and more than a third of all interviewers had commented on personality at some point in the process. None of that is evidence of ability to do the job. It's what happens when the evaluation criteria leave enough room for impression to take over.
The most effective fix is upstream. Interviewers who have specific competency assignments and questions designed to surface evidence of those competencies know what to listen for—and what to document. Vague briefs produce vague feedback; specific briefs produce specific feedback.
The right AI note-taker that captures responses mapped to specific competencies during the interview makes a significant difference here in two ways: 1) it only documents what's relevant to the competencies being evaluated, filtering out the personality observations and tangents that tend to color feedback written from general notes, and 2) it uses that captured evidence to draft feedback automatically when the conversation ends, producing an assessment grounded in what the candidate actually said rather than how the interviewer felt afterward.
When subjective feedback has already been submitted, the most useful move is to get specific: what did the candidate actually say that led the interviewer to that conclusion? "Great communicator" is only useful when it's attached to a specific moment. It’s useless when it isn't.
Feedback that describes how a candidate came across rather than what they demonstrated shouldn't carry weight in the hiring decision. Naming that standard explicitly—before opinions start hardening—tends to keep the discussion more grounded.
If recordings or transcripts are available, use them. They're often a fast way to either validate a subjective read or surface that it isn't backed by anything specific.
The Lavalier interview system addresses subjectivity at the source: Role Setup and Plan Builder give interviewers specific competency assignments and questions before interviews start, Live Guidance captures evidence against those competencies in real time, and Candidate Compare maps what each candidate demonstrated to the role's criteria—so the debrief starts from evidence rather than impression.
Subjective feedback is a process problem, not a people problem. Get started with Lavalier free and see how it fixes it at the source →
