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Methodology

How ATS Scoring Works

When you paste your resume and a job description into JobCoach AI, you get a 0–100 match score. This page explains exactly what that score measures, what each range means, and how to improve it.

What the score measures

The ATS match score is a numerical estimate of how well your resume aligns with a specific job description. It is calculated from four components:

Factor 1

Keyword overlap

How many of the important terms, phrases, and role-specific language in the job description also appear in your resume. This is the highest-weight component.

Factor 2

Required skills coverage

Whether your resume addresses the skills, qualifications, and requirements explicitly listed in the job posting — including hard skills, tools, certifications, and experience levels.

Factor 3

Section completeness

Whether your resume includes the sections the role expects — work experience, skills, education, and where relevant, certifications, portfolio, or language qualifications.

Factor 4

Formatting compatibility

Whether your resume uses ATS-readable formatting — single-column structure, standard fonts, no tables or columns that confuse parsing, standard section headers.

Score ranges and what they mean

80–100

Strong match

Your resume is well-aligned with the job description. High keyword coverage, required skills addressed, and clear formatting. Likely to pass automated screening and reach human review.

60–79

Partial match

Your resume shows relevant experience but is missing keywords or required skills from the job posting. Moderate risk of being filtered before human review, depending on the role and competition level.

0–59

Low match

Significant gaps between your resume and the job requirements. High risk of being filtered out by automated screening before reaching a recruiter. Major tailoring needed.

How to improve your score

The most effective improvements, in order of typical impact:

  1. Add missing keywords in context. The missing keyword list shows what's absent. Don't add keywords as a list — integrate them into your bullet points where they genuinely reflect your experience.
  2. Mirror the job title and role language. If the posting says "Product Manager", your resume should say "Product Manager" — not "PM" or "Product Lead". ATS systems often do literal string matching.
  3. Address required qualifications explicitly. If the posting says "5+ years experience with Python", your resume should make your Python experience and years of use clear, not buried in a generic skills list.
  4. Align your skills section. A skills section that lists exactly the tools and technologies mentioned in the job posting scores significantly higher than a generic skills list.
  5. Fix formatting issues. Multi-column layouts, tables, and text boxes are frequently misread by ATS parsing engines. A clean single-column format consistently outperforms visually complex templates.

⚠ Important limitation

JobCoach AI's score is an AI-generated estimate of alignment — not a direct output from or simulation of any specific ATS platform (Taleo, Greenhouse, Workday, Lever, etc.). Real ATS systems each have proprietary scoring logic that is not public. Our score is designed to give you a meaningful signal about fit and keyword coverage that improves your chances across most modern ATS systems, not to replicate the exact behaviour of any one platform.

What the score does not measure

The ATS score is specific to a single job description. A score of 45% on one job posting and 82% on another does not mean you are a better candidate for the second role — it means your resume is currently better aligned to the language of the second posting. Both could be roles you're equally qualified for.

The score also does not measure the quality of your actual experience or your likelihood of being hired. A highly tailored resume that scores 85% against a job description for which you have no relevant experience will still result in rejection at human review stage. The score is a tool for improving ATS pass-through rate, not an overall quality assessment.

Score vs. tailored resume

Reviewing your score before deciding whether to apply is a useful input, but the score matters most as a guide for the rewrite. JobCoach AI produces a tailored resume that incorporates the missing keywords and improvements. The goal is to submit a resume that scores in the strong range for each specific application.

Your score is always job-specific

The same resume will score differently against different job descriptions. A score is only meaningful relative to the specific posting you're targeting. The most effective approach is to tailor and check a new score for every application.

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