Methodology

How the Interview Score works

An evidence based estimate of how convincingly your CV matches one specific job, built from experience, skills and candidate value.

The short answer

Interview Score compares your CV with one specific job description and scores three factors: experience (40%), skills (35%) and candidate value (25%). Each factor is judged on evidence already in your CV, a project, a result, a tool used in context, not on whether a keyword is present. It is an evidence based estimate of how convincingly your application matches this role. It cannot guarantee an interview, and it never invents experience, skills or achievements you didn't provide.

Why compare against one specific job, not a generic CV score

A CV that reads well on its own can still be a poor match for a specific role, and a CV that looks unremarkable in general can be a strong match for the right one. Recruiters don't score CVs in isolation, they judge each application against the job in front of them. MyRecruiterCheck works the same way: every check requires both your CV and the job description, and the score, Strengths, Areas to Improve and Prospects are specific to that pairing.

The three factors

40%

Experience

Whether your background is at the level and scope this specific role needs. For early career candidates, relevant internships, academic projects, and coursework can count alongside paid roles, provided the CV describes what was actually done.

35%

Skills

Whether the tools and skills the job description asks for are shown with evidence, a project, a result, a specific context, rather than only appearing in a skills list.

25%

Candidate value

Whether there is a clear, specific reason to interview you over another applicant with a similar background, based on what your CV actually demonstrates.

Why listed keywords alone aren't enough

A CV can contain every keyword from a job description and still fail to convince a recruiter, because a keyword only shows that a word is present, not that the skill behind it is real or relevant at the level the role needs. MyRecruiterCheck looks for evidence: a specific project, a measurable result, a tool used in a real context. Two CVs that list the same skills can receive different scores depending on whether those skills are actually demonstrated.

How early career evidence counts

MyRecruiterCheck is built for candidates with 0 to 5 years of experience, including people applying with academic projects, internships, bootcamp work, or a career change into tech, AI, machine learning or data. None of that is scored differently just because it isn't a full-time job title. What matters is whether the CV describes what was actually built, analyzed or delivered, and connects it to the skills and experience level the job description asks for. A well-described personal project can carry more weight than a job title with no detail behind it.

Why your score changes when you edit your CV

Interview Score is calculated fresh from whatever is currently in your CV and the job description you provided, it is not a fixed rating of you as a candidate. Adding specific evidence for your weakest factor, most often candidate value, is usually what moves the score the most, because it gives the recruiter a clearer reason to choose you.

What Interview Score does not measure

  • It does not guarantee an interview or a hiring decision. Recruiters weigh other candidates and factors no CV checker can see.
  • It is not a statistical probability calculated from historical hiring data. It is a structured, evidence based estimate of how convincingly your CV matches this job description.
  • It does not measure culture fit, interview performance, references, or anything outside the CV and job description you provide.

How your CV and job description are handled

MyRecruiterCheck operates from the Netherlands and is the data controller for your personal data under the GDPR. Your original uploaded CV and any documents generated for you are automatically and permanently deleted from our storage within 24 hours of being processed. Job description text is stored only temporarily and is deleted once it's been used to run a check, or after 48 hours at the latest. Your CV and job description are used only to generate your results and are never used to train models. Full details, including your rights under the GDPR, are in our Privacy Policy.

Frequently asked questions

Why does the CV need to be compared with a specific job description?

A CV that reads well in general can still fail to show the exact experience, skills and evidence a specific job asks for. Comparing against one job description lets MyRecruiterCheck evaluate relevance and evidence the way a recruiter actually reads an application, against that one role, not a generic standard.

What counts as "evidence" versus a keyword?

A keyword is a skill or tool named once, often in a list. Evidence is that same skill shown in context, a project it was used on, a result it produced, a scale it operated at. Interview Score is built from evidence, so two CVs that list the same keywords can still receive different scores based on what actually backs them up.

How do projects, internships or a career change count if I don't have direct job experience?

MyRecruiterCheck evaluates whatever evidence is actually in your CV. For early career candidates and career changers, that often means academic projects, internships, personal projects, and transferable experience from a different field, as long as the CV describes them specifically rather than listing them as bare headings.

Why did my score change after I edited my CV?

Interview Score is recalculated from what is currently written in your CV. Adding specific, credible evidence for whichever factor was weakest, most often candidate value, typically produces the biggest change.

Is this the same as an ATS keyword score?

No. An ATS keyword score typically counts whether words from the job description appear somewhere in your CV. Interview Score evaluates whether your experience, skills and value are genuinely demonstrated with evidence, which is closer to how a recruiter reads a CV after it clears keyword screening.

See your Interview Score for a real job