A candidate comparison matrix with role evidence in view
A shortlist needs more than a ranked list. Use the blank matrix on this page, or use RecruitOS to compare candidates in a structured workspace while keeping the next decision under human control.
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Compare the same requirements for everyone
Before comparing people, agree on the essential work and the evidence that would demonstrate it. Keep requirements consistent across the group. Changing the standard after seeing a particular candidate makes the comparison harder to explain.
Separate what the resume establishes, what remains unclear, and what you will verify next. Do not treat a polished resume as proof of stronger job performance.
Use RecruitOS to move from analysis to comparison
- Open the role and confirm the candidates belong to the intended job context.
- Review their available analyses. If evidence is missing, start with resume analysis against the role.
- Use candidate comparison or a supported natural-language command to inspect relevant strengths and gaps.
- Return to the underlying candidate information to check meaningful differences.
- Decide what to verify before moving someone forward. Review any proposed consequential status changes before applying them.
Build a comparison matrix around the role
Download the blank candidate comparison matrix (CSV). Add one row per role requirement and record evidence, gaps and questions for each candidate. The file contains no candidate data or scoring formula.
Complete the individual reviews before comparing people side by side. The candidate evaluation worksheet provides a consistent evidence record for that step.
Example: two different kinds of evidence
The following is a fictional comparison for a support role, not a RecruitOS result or a hiring recommendation.
| Requirement | Candidate A | Candidate B |
|---|---|---|
| Written customer support | Describes email support responsibilities | Describes live chat responsibilities |
| Issue investigation | Mentions billing investigations; depth unclear | Gives a specific troubleshooting example |
| Documentation | Mentions knowledge-base updates | Not established in the resume |
Ask both candidates the same core questions, with follow-ups for their specific evidence gaps. The matrix helps prepare that conversation; it does not settle the hiring decision.
What if the scores are close?
Do not invent significance for a small numerical difference. Look at the underlying role requirements, evidence quality and unresolved questions. A match score is not a hiring probability, and two scores should not replace a structured review.
Keep the reasoning usable
Use the candidate evaluation worksheet to document the requirement, source evidence, uncertainty and next question. Keep this reasoning separate from the final hiring decision so you can revisit it when new information arrives.