Product
What is a job match score?
A real match score reads the job and your capabilities, explains itself, and enforces a standard. What goes into one and how to use yours.
· July 12, 2026 · 2 min read
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The definition
A job match score is a number that measures how well a specific opening fits what you can actually do. A good one reads both sides, the job's real requirements and your real capabilities, and explains itself: which skills aligned, where the gaps are, and why this role scored above that one. A bad one counts keyword collisions and calls it a match.
What goes into a real score
CoBlack's Auto Match scores five dimensions: skills, tools, experience, market, and culture. The input on your side is a Career Capability Map, the structured record of what you can do, built from your resume and sharpened in conversation with Co-B. Scoring runs at roughly 98 percent match accuracy against an inventory that has passed 1.2 million openings.
| Dimension | What it reads |
|---|---|
| Skills | Whether what the role needs is something you have actually done |
| Tools | The specific systems and software this team names |
| Experience | Depth and recency, not just years counted |
| Market | How your profile sits against the field for this role |
| Culture | Working style and environment signals, both directions |
The score is not the point. The standard is.
A score that never says no is decoration. What makes a match score useful is a threshold with consequences: CoBlack will not apply to an opening below your fit bar, no matter how easy the application would be. That protects your name with recruiters and means the interviews that come back are for jobs you would take.
How to read yours
Open any scored job and read the explanation before the number. Aligned capabilities tell you what to lead with if you interview. The gaps tell you what to build, or what to stop applying toward. And if the same gap keeps appearing, that is your profile talking: fix it once, in your capability map, and every score after reflects it.
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