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THE MATCHING GUIDE

How resume job matching works

A match should come with evidence. Resume job matching compares a role’s stated requirements with the experience in your resume, then lets you inspect the supporting quotes and gaps before deciding what to do next.

1. Start with your own experience

Paste your resume or upload a text-based PDF or DOCX. Check the extracted text before continuing. Scanned images need to be converted to text first. Confirm your target role, US location and preferred work arrangement yourself.

2. Find openings, or bring a specific role

Job discovery uses JSearch from OpenWeb Ninja. We filter incomplete and duplicate listings and compare up to 20 available jobs. You can also paste one job description into the resume matcher. Listings can change after retrieval; check the original posting before applying.

3. Review resume job matching evidence

An extraction model proposes requirements from the job description and relevant phrases from your resume. The server checks that quoted text exists in the originals. Jev then classifies the relationship between each requirement and its candidate evidence. An unsupported quotation cannot become supporting evidence.

Illustrative example

A role asks for “experience with SQL.” Your resume says “Built weekly reports using SQL.” That is relevant evidence. It does not establish the depth of your expertise or promise an interview.

Five states, with different meanings

Supported
The resume explicitly addresses the requirement.
Partly supported
Relevant experience is present, but some of the requirement remains unaddressed.
Not shown
The resume does not provide relevant evidence. This does not mean you lack the skill.
Conflict
An explicit statement conflicts with the requirement. Check the original context.
Unclear
The evidence or model response is too uncertain to judge.

Evidence coverage is the supported share of requirements that can be evaluated; partial support counts as half. Unclear items are excluded. This is a document comparison, not an ATS score, employer ranking or interview probability.

What a matching result can and cannot tell you

A job description may list a broad requirement such as “lead cross-functional projects.” A resume that only says “worked with designers and engineers” shows related experience, but may not establish ownership of the project. The report can point you to that distinction and quote the source text; only you can confirm what you actually did. If the experience is real, describe your responsibility and outcome clearly in your resume. Do not add a claim simply because a listing asks for it.

Likewise, a role can change or close after it appears in a search. A strong document match is a reason to review the original listing, not proof that the employer will interview you. Check location, work arrangement, seniority, and application requirements before deciding to apply. For a single job description you already have, use the resume job matcher to inspect each requirement without starting a broader search.

Keep the decision yours

Review the quoted evidence, add only experience you can confirm, and choose whether to apply. A matching report does not submit an application. Separately enabled application execution requires your confirmed materials and explicit approval or daily rules. JevJob does not make hiring decisions or rank you by age, name, nationality, disability or other personal traits.

Looking into the models? Read our Jev vs Laya comparison. The example report is clearly marked as fictional.

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