Define the screening decision
Write down the first-pass decision the rubric must support, such as who deserves closer human review.
Free hiring template
Copy a practical rubric with weighted criteria, evidence rules, red flags, and human review prompts.
Blank screening rubric
Replace the bracketed prompts with evidence for your role.
| Criterion | Type | Weight | Evidence rule | Review action |
|---|---|---|---|---|
| [Essential role requirement] | Must-have | Required | [What clear CV evidence looks like] | Review if missing |
| [Most important experience] | Criterion | 40% | [Relevant ownership, scope, or result] | Increase confidence |
| [Second priority] | Criterion | 30% | [Comparable work or transferable evidence] | Increase confidence |
| [Working-style signal] | Soft criterion | 20% | [Communication or collaboration evidence] | Discuss at interview |
| [Useful extra experience] | Nice-to-have | 10% | [Helpful but non-essential evidence] | Use as a differentiator |
| [Role-specific concern] | Red flag | Review | [What should trigger closer review] | Ask a follow-up question |
Write down the first-pass decision the rubric must support, such as who deserves closer human review.
Keep genuine must-haves short, then weight the experience and skills that distinguish stronger candidates.
State what credible CV evidence looks like so every candidate is assessed against the same standard.
Use soft criteria and red flags to create interview questions or human checks rather than automatic rejection rules.
This example keeps genuine essentials separate from weighted evidence, which leaves room for transferable experience.
| Criterion | Type | Weight | Evidence rule |
|---|---|---|---|
| B2B SaaS customer success | Must-have | Required | Named customer success, account management, or implementation role |
| Renewal or expansion ownership | Criterion | 40% | Renewal targets, commercial ownership, or expansion results |
| Customer portfolio management | Criterion | 30% | Portfolio size, segment ownership, or book of business |
| Cross-functional collaboration | Soft criterion | 20% | Work with product, support, sales, or implementation teams |
| Customer health tooling | Nice-to-have | 10% | Gainsight, Planhat, Vitally, HubSpot, or comparable tooling |
A rubric improves consistency. It should not turn uncertain CV evidence into an automatic hiring decision.
Every criterion connects to work the person will do.
The CV can reasonably contain the evidence you request.
Every candidate is assessed against the same standard.
A person can explain how the criterion affected the outcome.
Learn how to turn a hiring brief into criteria and evidence rules.
Test whether each criterion is role-related, evidence-based, consistent, and reviewable.
Compare manual review time and cost with AI-assisted bulk screening.
See how approved criteria become explainable candidate placements.
Marxel builds reviewable criteria from your hiring brief, then evaluates each candidate against the version you approve.
A resume screening rubric is a structured set of must-haves, weighted criteria, soft criteria, red flags, and evidence rules used to review candidates consistently before interviews.
Most first-pass rubrics work best with a short must-have list and four to seven weighted criteria. More detail can make evidence harder to apply consistently.
Usually not. A red flag should trigger closer human review or a follow-up question unless it represents a confirmed legal or role requirement.
Yes. Resume screening and CV screening describe the same first-pass evaluation workflow in many markets. The template works for either term.