Free benchmark and rubric

A practical benchmark for explainable candidate ranking

Use this framework to test whether a screening tool applies job-related criteria consistently and shows enough evidence for a recruiter to challenge the result.

Updated September 26, 2026

Starter scoring rubric

Replace these criteria with the requirements for the role. Keep the scoring scale and evidence rules visible before evaluation begins.

CriterionWeightEvidence to inspectScoring guide
Role-specific experience35%Projects, responsibilities, and outcomes stated in the resume0 = absent; 3 = relevant evidence; 5 = direct, sustained evidence
Required skills30%Named tools or methods supported by work examples0 = absent; 3 = partial match; 5 = all required skills supported
Measured outcomes20%Results the candidate states, with scope or a measurable change0 = none; 3 = one relevant result; 5 = several relevant results
Career context15%Progression or transferable experience relevant to this role0 = unsupported; 3 = plausible connection; 5 = clear connection

Hypothetical example

Candidate A scores 72 out of 100

This example shows the level of evidence a reviewer should expect. It does not describe a real applicant or a hiring outcome.

Role-specific experience

4/5 · 28/35

Candidate A states that they led two recruiting-system implementations.

28/35

Required skills

3/5 · 18/30

The resume supports three of four required tools. One tool is not mentioned.

18/30

Measured outcomes

5/5 · 20/20

The resume states a 22% reduction in time to fill and names the project context.

20/20

Career context

2/5 · 6/15

The candidate moved from implementation work into recruiting operations.

6/15

How to run the benchmark

Choose one real role and freeze the rubric before reviewing the applicant pool. Score the same sample manually and with the screening tool, then compare the evidence behind each criterion score.

  • Use criteria tied to the work, not protected traits or proxies
  • Require a resume excerpt or an explicit missing-evidence note for every score
  • Review high, middle, and low-ranked candidates
  • Record overrides and revise unclear criteria before the next run

Audit checklist

A ranking is reviewable when another recruiter can reproduce the reasoning from the rubric and the source resume.

  • Weights total 100% and match the role's stated priorities
  • Missing information is scored as missing, not inferred
  • The rationale points to evidence that appears in the resume
  • A human can override the result and record why
  • Potentially sensitive criteria receive a separate policy and legal review
  • The tool is tested again when the role, rubric, or model changes

Method and limitations

This is a practical review framework, not a validated employment test or legal opinion. A high rubric score does not verify a resume claim, predict job performance, or replace interviews and reference checks. Modern Recruiter's ten successful hires and client testimonials are owner-attested operating evidence, not a controlled study. Teams should test the method with their own roles, applicant pools, policies, and counsel.

How Modern Recruiter uses this approach

Modern Recruiter lets a recruiter edit the criteria, weights, and scoring method before a screening session. Results show criterion-level scores and rationale so the recruiter can compare the reason with the resume. The hiring team remains responsible for the decision.

Pressure-test it on one real role

Define the rubric, run the pool, and inspect the reason behind every score before you trust the ranking.

Start the trial