The Interview Feedback Trap: Why Everyone Likes a Candidate but Nobody Has Evidence
After an interview, feedback often sounds familiar: “They were confident,” “I liked their attitude,” or “They seem like a good fit for the team.”
These impressions may be positive, but they don’t necessarily show whether a candidate can succeed in the role. When decisions rely too heavily on personal impressions, teams risk overlooking stronger candidates or choosing someone who simply interviews well.
The problem isn’t a lack of feedback. It’s a lack of evidence behind it.
Positive Impressions Can Hide Important Gaps
Confidence, communication style, and likability can influence how interviewers perceive candidates, but these qualities don’t always reflect the skills needed for the job.
A candidate may communicate confidently but struggle with practical problem-solving. Another may be less outspoken yet demonstrate stronger technical knowledge or relevant experience.
Instead of asking whether you liked a candidate, ask: What did they say or do that demonstrates their ability to succeed in this role?
Different Interviewers Look for Different Things
One interviewer may prioritize technical skills, while another focuses on communication or cultural fit. Without shared evaluation criteria, each person may judge candidates using a different standard, making comparisons difficult.
Structured interviews help teams assess candidates more consistently through relevant questions and agreed-upon criteria.
As hiring expert Laszlo Bock writes in Work Rules!:
“The best predictor of how someone will perform in a job is a work sample.”
The key takeaway is simple: hiring decisions become more meaningful when feedback connects to job requirements and observable evidence rather than general impressions.
Replace Vague Feedback With Specific Evidence
Feedback such as “good problem-solving skills” is difficult to evaluate without an example. Instead, describe how the candidate approached a problem, explained a decision, or demonstrated a relevant skill.
Interview answers, work samples, and specific achievements give teams a clearer basis for comparison. They also help distinguish candidates who can describe a skill from those who can demonstrate it.
Specific feedback is equally useful when an assessment is negative. Rather than saying a candidate “lacked experience,” identify which essential requirement they did not demonstrate.
Structure Feedback Before Making a Decision
A more consistent process starts before the interview. Here are four steps hiring teams can follow:
1. Define clear evaluation criteria. Identify the essential skills and requirements for the role. Each criterion should reflect what candidates need to demonstrate on the job.
2. Ask comparable questions. Use consistent, job-related questions to assess candidates against the same standards.
3. Record feedback independently. Ask interviewers to document their assessments before group discussions. This reduces the influence of others’ opinions and encourages evidence-based feedback.
4. Prioritize evidence over impressions. Separate essential requirements from desirable qualities, and review candidates’ actual answers, skills, and experience before making a final decision.
If the team cannot explain why one candidate is a stronger match than another, revisit the evidence rather than relying on an overall impression.
Turn Interview Feedback Into Better Hiring Decisions
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