What Is a CV Relevance Score and How Do You Improve It?

The number that determines whether you're shortlisted

Most applicant tracking systems assign your CV a relevance score — a numerical indication of how well your CV matches the job description. This score determines your ranking in the recruiter's queue. Low-scoring CVs are often never read.

You rarely see this score. But it's affecting every application you make. Understanding how it's calculated — and how to improve it — is one of the highest-leverage things you can do in your job search.

How ATS relevance scores are calculated

Different ATS platforms use different algorithms, but most weight similar factors. In approximate order of impact:

1. Keyword match rate (highest impact)

The primary component of most ATS scores. The system extracts required skills, qualifications, and experience descriptions from the job description and checks which ones appear in your CV.

A job description listing 20 required competencies where 12 appear in your CV gives you a 60% match. A competitor who tailored their CV to include 16 of the 20 has an 80% match. They rank higher.

2. Job title relevance

How closely your current or most recent job title matches the hiring role. "Product Manager" applying for "Product Manager" is an exact match. "Project Manager" applying for "Product Manager" is a lower match. "Business Analyst" is lower still.

You can partially address this in your personal profile — framing your experience in terms of the target role title — though the system also reads your actual employment history.

3. Section completeness

CVs missing expected sections (work experience, education, skills) are often scored lower. Sections present but sparse (work experience with no dates, skills section with 2 items) reduce confidence scoring.

4. Years of experience

Some systems calculate your total experience duration from your employment dates. If the role requires "minimum 5 years experience" and you have 4, this may affect your score — even if the system can't evaluate the quality of that experience.

5. Education match

Required degree level or field. "Degree in Computer Science" — does your education section contain those terms?

6. Qualification and certification match

Specific certifications, memberships, or licensing requirements. "ACCA qualified", "Prince2 certified", "Driving licence required".

How to improve your relevance score

Add missing keywords from the job description

This is the highest-impact action. Read the JD. Find the required terms. Check which appear in your CV. Add the missing ones where they represent genuine skills.

Align your personal profile with the role

Your profile is often given extra weight in relevance scoring because it appears first. Include the exact job title of the role you're applying for (or the closest accurate version) and 2–3 of the most important required skills.

Improve skills section density

Your skills section is specifically designed for keyword extraction. Expand it to include every relevant skill from the JD that you genuinely have. Be specific — "Salesforce" not "CRM tools".

Check your education section for required terms

If the role requires "Engineering degree" and you have a BEng, does the word "Engineering" appear in your education section? It should.

Fix formatting that causes parsing errors

A CV with columns or tables may have parsing errors that reduce keyword extraction accuracy. Even if the keywords are present in the original, garbled parsing may not register them correctly.

Checking your score before you apply

CVCircuit's ATS checker shows you your relevance score before you submit — letting you identify and fix gaps before the real ATS sees your document.

Build your CV free, run the ATS check for each application, and submit with confidence that your relevance score is as high as your experience justifies.