How to screen a resume against a job description
Screen a resume by turning the job description into a weighted rubric, matching each requirement to specific evidence, and turning missing evidence into questions.
1. Agree on the job before reading the resume
Use the hiring manager's current priorities to separate required outcomes, useful experience and practical requirements. Resolve contradictory requirements before scoring. A tool cannot decide whether a five-year preference is more important than demonstrated delivery. Write down the reason for each weight so the team can explain it later.
2. Build an evidence table
| Requirement | Evidence to look for | Follow-up if missing |
|---|---|---|
| Production data pipelines | Named responsibility, data quality controls and operational support | Which pipeline did you personally operate, and how were failures handled? |
| Stakeholder communication | A decision, tradeoff or change explained to a specific audience | Tell me about a disagreement and how the decision was reached. |
| Required work arrangement | An explicit, current answer from the candidate | Can you meet the stated location and schedule requirements? |
3. Separate absence of evidence from evidence of absence
A resume that does not mention a skill has not proven the skill absent. Mark it as unverified, then ask a concrete question. A stated inability to meet a required schedule is different from a missing location line. Keep these distinctions in the report so the hiring manager can review them.
4. Use the same rubric consistently
Assess each candidate against the same version of the job scorecard. If the team changes the weights, revisit earlier assessments. Compare scope and outcomes, not title prestige or employer familiarity. Do not infer age, family situation, health, nationality or other personal characteristics from names, dates or gaps.
5. Prepare the pre-screen and manager handoff
Choose a few questions that could change the assessment. Ask what the candidate owned, how they approached the work, and what evidence supports the result. Record unresolved points separately from confirmed facts. The recruiter reviews the fit score and decides the next step; an automated score should not make the hiring decision.
In Candidate Fit Check, review browser redaction, edit the job scorecard, run the analysis, and inspect the cited evidence. Share with hiring manager creates a separate anonymised preview: review it before publishing the read-only link. The original resume and JD are not included.
Data last reviewed: .
Frequently asked questions
Should every keyword count equally?
No. Weight requirements by their importance to the actual job and agree on those weights before comparing candidates.
What if a requirement is missing from the resume?
Mark it unverified and ask for evidence. Missing text alone does not prove the person lacks the skill.
Can I share the full resume through the result link?
No. The shared link contains a reviewed anonymised assessment, with no resume or job-description text.
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