What is a candidate matching score in an ATS?
Understand how candidate matching scores help recruiters compare candidate fit and why resume evidence matters.
Updated 2026-08-31
Direct answer
A candidate matching score is a fit signal that shows how closely a candidate matches searched skills, resume content, job requirements, or recruiter filters. The most trusted scores are backed by visible evidence from the CV or candidate profile.
What a good score should explain
A useful score should make it clear which searched skills matched, where they matched, and whether the evidence came from resume text, structured key skills, or manually maintained profile data.
Why CV evidence matters
Recruiters trust a high score more when the searched skill is visible in the candidate CV. Manual key skills are helpful for filtering, but they should not overstate fit when the CV does not support the same keyword.
How Hyrix uses matching signals
Hyrix uses candidate search, CV availability, resume parsing, skills, profile fields, and workflow context to help recruiters prioritize candidates for review.
Frequently asked questions
Should a candidate get 100% if the skill is only manually added?
For CV-based scoring, no. A 100% CV score should be reserved for cases where all searched skills are found in the candidate CV.
Can manual skills still help search?
Yes. Manual or parsed key skills can help recruiters discover candidates, but score labels should explain whether the match is supported by CV text.
What makes an ATS score trustworthy?
The score is more trustworthy when the ATS highlights the matching words and shows why the candidate was returned.