What Does an ATS Analysis Report Look Like?

If you've never used an ATS analysis tool before, the output can look overwhelming. Scores, keyword lists, formatting flags, improvement suggestions — where do you even start?

This guide breaks down exactly what a good ATS analysis report contains, what each section means, and how to prioritize improvements.

The Overall ATS Score

Most ATS tools give you a headline score — typically out of 100. This number reflects how well your CV matches the target role across several dimensions.

What the score actually measures:

• ▸Keyword match between your CV and the job description
• ▸Structural compatibility (can ATS parse your CV cleanly?)
• ▸Seniority alignment (do your titles and scope match the role level?)
• ▸Content quality signals (outcome-driven bullets vs. generic responsibilities)

How to interpret it:

• ▸90–100: Strong match. Minor improvements may push interview rate higher
• ▸70–89: Good foundation. Keyword and content gaps are holding you back
• ▸50–69: Significant gaps. Likely missing key role-specific terms or using ATS-unfriendly formatting
• ▸Below 50: Major structural or keyword issues. CV needs meaningful revision before applying

A score alone doesn't tell you what to fix — that's what the rest of the report is for.

The Keyword Gap Analysis

This is typically the most actionable section. It shows:

• ▸Keywords present — terms from the job description that appear in your CV
• ▸Keywords missing — terms in the JD that don't appear in your CV
• ▸Priority ranking — which missing keywords matter most for this role

How to use it:

Don't just add missing keywords to your Skills section. Look at each missing term and ask: "Do I have experience with this?" If yes, find the place in your experience section where it belongs and rewrite that bullet to include it in context.

If a term appears in the JD but genuinely doesn't apply to your experience, don't force it in. ATS rewards relevance — and recruiters will notice during the human review.

The Formatting and Structure Check

This section flags issues that prevent ATS from correctly parsing your CV:

• ▸Parsing warnings — two-column layout detected, tables used for core content, text in headers/footers
• ▸Section recognition — did ATS correctly identify your Experience, Education, Skills sections?
• ▸File format — was the PDF text-selectable? Was a scanned image detected?
• ▸Font and spacing — flags unusually small fonts or dense layouts that reduce readability

Priority order for formatting fixes:

Fix parsing warnings first. A CV that can't be correctly parsed scores poorly regardless of how strong the content is.

The Bullet Quality Analysis

More advanced ATS tools analyze the quality of your bullet points — not just the keywords they contain.

What this section looks for:

• ▸Action verb usage — does each bullet start with a strong verb (led, built, reduced, grew)?
• ▸Metric presence — do your bullets include numbers, percentages, or scale indicators?
• ▸Generic language flags — phrases like "responsible for," "assisted with," or "helped to" score poorly
• ▸Impact framing — are outcomes stated explicitly or implied?

Example flag and fix:

• ▸Flagged: "Responsible for managing social media accounts"
• ▸Suggested rewrite: "Grew LinkedIn page from 3K to 19K followers over 8 months with 5.2% average engagement rate"

The Seniority Alignment Check

For mid-to-senior roles, ATS systems score whether your experience signals match the level of the position.

Seniority signals ATS looks for:

• ▸Previous job titles (do they match or align to the target level?)
• ▸Team and scope language (team size, budget, cross-functional ownership)
• ▸Outcome scale (number of users, revenue impact, infrastructure scale)
• ▸Leadership language (led, owned, defined, architected)

If your titles are misaligned or your bullets lack scope context, this section will flag it.

The Prioritized Improvement List

Good analysis tools don't just list problems — they rank them by impact. The top improvements are the changes that will most materially raise your score and your interview rate.

A well-prioritized improvement list looks like:

1. ▸Add missing keyword "TypeScript" to the experience section (high impact)
2. ▸Rewrite bullet in Role 1 to include a measurable outcome (medium impact)
3. ▸Fix two-column layout — switch to single column (high impact — structural)
4. ▸Add "cloud infrastructure" context to AWS mention in Skills (medium impact)

Start from the top and work down. Most of the value is in the first 3–5 changes.

What a Good Report Doesn't Do

A good ATS analysis report:

• ▸Does not tell you to keyword-stuff your CV
• ▸Does not suggest you add skills you don't have
• ▸Does not prioritize cosmetic changes over structural ones
• ▸Does not give you a score without explaining how to improve it

The goal is targeted, actionable improvement — not gaming the system.