01
Search retrieves. Matching evaluates.
A conventional job search returns listings that contain selected words, titles, locations, or filters. That is useful for retrieval, but retrieval does not establish fit. Matching asks a different question: how well does this specific opportunity align with this professional’s evidence, direction, compensation needs, preferences, and constraints?
The distinction matters most when titles are inconsistent across employers, when someone is changing sectors, or when a résumé describes responsibilities using language different from the job description.
02
A credible match needs several dimensions
One blended percentage can hide the reason a role looks attractive. A stronger model separates dimensions so the professional can see where alignment is strong and where uncertainty remains.
- Qualification: evidence for the work and required level
- Direction: whether the role advances the intended trajectory
- Compensation: alignment with stated range and priorities
- Personal fit: location, work model, travel, schedule, and constraints
- Evidence quality: what is verified, inferred, missing, or contradictory
03
What a match score cannot tell you
A match is decision support, not a prediction of selection, job performance, satisfaction, or career success. Job descriptions are incomplete, compensation data can change, and employers may apply criteria that are not visible in the posting.
Use the explanation to prepare better questions. A high match with one serious concern may deserve more investigation than a medium match with no meaningful downside.
04
A practical evaluation framework
Before applying, identify the two strongest reasons for fit, the most consequential concern, the evidence you would use in an interview, and the unknown you need the employer to clarify. That turns a recommendation into a professional decision.
- Can I prove the central capability?
- Does the scope move me toward my stated direction?
- Are compensation and work conditions viable?
- What is the most important missing fact?
- Would I still want this role if the title were removed?