CVSense Screening Methodology

How CVSense Reviews
Evidence in a CV

Evidence-Based Skill Validation is CVSense's approach to comparing the evidence presented in a candidate's CV with the criteria of a vacancy. The output supports recruiter review; it does not verify claims or make the final hiring decision.

Principles Behind the CVSense Review

Role-specific criteria

The review uses the job description and the requirements supplied for that vacancy, rather than relying on a generic job-title profile.

Evidence presented in the document

Projects, responsibilities, dates, outcomes, qualifications and employment history can provide context for a skill named in the CV.

Evidenced, claimed or not found

Skill-level context can distinguish supporting CV evidence from a standalone mention or a requirement that was not found in the document.

Score plus written context

The 0-100 score is shown with a summary, strengths and gaps so the recruiter can review more than a number.

Recruiter review remains essential

CVSense helps organise first-stage review. Recruiters inspect the original CV and decide who progresses.

Known limitations are explicit

A missing detail is not proof that a candidate lacks a skill, and document analysis is not a substitute for interviews or formal checks.

Inside a CVSense Screening Pass

  1. 1

    Capture the role criteria

    The job description and recruiter-supplied requirements define the context for the screening project.

  2. 2

    Extract readable CV content

    CVSense validates supported files and extracts document text for analysis. Unreadable documents are kept separate as Invalid.

  3. 3

    Compare CV context with the role

    The analysis reviews skills, experience, education and the supporting context presented in the document.

  4. 4

    Return a reviewable result

    The recruiter receives a score, band, summary, strengths and gaps, with the original CV available before any action is taken.

How to Review a CVSense Result

A relevance score helps organise a first-stage review. The explanation and source CV are necessary for responsible interpretation.

Start with the role criteria

A result only has meaning in relation to the vacancy it was screened against. Confirm that the job description and essential criteria are current and relevant.

  • Use one criteria set consistently
  • Separate essential and desirable requirements
  • Remove criteria unrelated to the work

Read the explanation with the score

A number is not a complete assessment. Review the summary, strengths, gaps and any skill-level context before deciding whether a candidate needs closer review.

  • Check which requirements drove the result
  • Look for supporting CV context
  • Treat uncertainty as a review prompt

Keep invalid documents separate

An unreadable or unsupported document is a technical outcome, not a candidate-quality judgement. Review or request a readable file before making a progression decision.

  • Do not interpret Invalid as a low match
  • Keep the filename and error visible
  • Allow a replacement document

Review the original CV

The source document remains important. It lets the recruiter check extraction, understand career context and notice relevant information the structured result may not capture.

  • Compare dates and role history
  • Review transferable experience
  • Check information around a named skill

Verify important claims separately

CVSense reviews the content supplied. It does not authenticate qualifications, prove employment history, establish fraud or predict job performance.

  • Use references and formal checks
  • Interview relevant candidates
  • Apply checks appropriate to the role

Keep the decision human

Recruiters should apply criteria consistently, provide reasonable adjustments where required and remain responsible for progression and hiring decisions.

  • Decision support, not automatic selection
  • Document the recruiter's reasoning
  • Review outcomes for unintended patterns

CV Screening Methodology FAQs

What is Evidence-Based Skill Validation?+

Evidence-Based Skill Validation, or EBSV, is the name CVSense uses for its approach to reviewing the evidence presented in a CV against the criteria of a specific vacancy. It does not independently verify that a candidate's claim is true.

How should recruiters interpret a CVSense match score?+

The 0-100 score is a role-specific relevance indicator for first-stage review. Recruiters should interpret it alongside the written summary, strengths, gaps, source CV and the requirements that matter most for the vacancy.

Does a high score mean the candidate should be hired?+

No. A score helps organise a review; it is not a hiring recommendation or proof that every CV statement is accurate. Recruiters should inspect the CV, interview relevant candidates and complete the checks required for the role.

Can CVSense detect CV fraud?+

CVSense can highlight a skill mentioned without supporting context in the submitted document. Only interviews, references, qualification checks or other formal verification can establish whether a claim is accurate.

What happens when evidence is missing?+

The result can identify requirements not found in the CV or areas that need follow-up. Missing evidence in a document is not the same as proof that the candidate lacks the skill.

Who makes the shortlist decision?+

The recruiter does. CVSense provides a ranked and reviewable view, while the recruitment team decides who progresses and remains responsible for fair treatment, adjustments and final decisions.

See the Methodology Applied to a Real Screening Workflow

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