ATS research guide 2026
What an ATS actually does with your resume, and what it does not
An ATS is not a robot judging your talent. It parses your resume into fields, stores it and helps a recruiter rank and filter applicants. When it screens people out automatically, it does so on rules the employer set. Here is what the research supports, and how to make sure your resume is read correctly.
We build the resume parser behind our own score. Everything here is read off published research, each figure linked to where it came from, and we say when a number is weak.
Updated Oct 15, 2026
9 min

Section 01
How ATS actually reads your resume
Before a recruiter ever opens your resume, software usually reads it first. An applicant tracking system, or ATS, pulls the text out of your file and sorts it into fields like contact details, work history, education, and skills. This step is called parsing, and it happens whether your resume looks perfect on screen or not.
Parsing is where formatting can cause problems. If the software cannot correctly identify where one section ends and another begins, it can misfile your experience, drop your contact details, or jumble your work history out of order, before anyone has read a word of what you actually did.
Many employers then use the system to filter or rank applicants. In a 2021 Harvard Business School and Accenture survey, more than 90% of employers who used this kind of software said they used it to initially filter or rank candidates. The filters are rules the employer sets, such as a required degree, specific skills, or no gap in employment longer than six months. There is no universal passing score.
Section 02
Multi-column and table layouts scramble the reading order
Most parsers read a document the way we read a book, left to right, top to bottom, in one continuous stream. A two-column layout or a table breaks that assumption. The software can read straight across the page instead of down one column at a time, which mixes unrelated lines together.
Columns don't help with people either. In Ladders' 2018 eye-tracking study, cluttered layouts with long sentences, multiple columns and little white space performed poorly with recruiters.
The fix: use a single-column layout for your entire resume. If you want a clean visual layout, use simple line breaks and bullet points instead of a table.
Section 04
Non-standard section headings confuse the parser
The software looks for familiar words to classify your content, things like Experience, Education, and Skills. A creative heading like My Journey or Where I Have Been might read beautifully to a person, but it gives the parser nothing to match, so that section can be skipped or filed incorrectly.
The fix: stick to plain, expected headings. Save the personality for your summary and your interview.
Section 05
Images, icons, and skill bars do not exist to the parser
A logo, a headshot, or a set of star ratings for your skills might look sharp in a PDF, but none of it is text. Parsers cannot read pictures, so any information locked inside an image is simply gone as far as the system is concerned.
The fix: describe your skill level in words, for example Advanced or 5+ years, instead of graphics, and keep photos and icons out of the document entirely for roles based in the US and most other markets.
Section 06
File format still matters, just not the way most people think
The PDF versus Word debate has cooled off. Most modern systems handle both reasonably well, as long as the file has real, selectable text. What still causes real damage is a scanned or image-based PDF, made by photographing or scanning a printed resume. There is no text layer at all for the software to extract, so the whole document can come through blank.
The fix: if a job posting does not specify a format, a text-based .docx is the safest universal choice. If you use PDF, export it directly from Word or Google Docs, never from a scanned image.
Section 07
Which formatting choices cause the most trouble, and where
Different ATS platforms have different known weak points. This is not a reason to guess which system a company uses, it is a reason to avoid the riskiest formatting choices across the board.
| Formatting choice | Where it tends to cause the most trouble | Why it happens |
|---|---|---|
| Multi-column layout | Older, rule-based parsers | Text is read left to right across columns instead of down each one |
| Tables and text boxes | Most major platforms to some degree | Content inside cells is often read out of order or skipped |
| Header or footer contact info | Systems that only scan the document body | Headers and footers sit outside the area the parser reads |
| Graphics, icons, and logos | All platforms | Image content cannot be converted into text |
| Scanned or image-based PDFs | All platforms | There is no underlying text layer to extract at all |
| Non-standard section headings | All platforms | The parser looks for known keywords like Experience or Education |
Parsing behavior changes as vendors update their software, so treat this as a general risk map, not a guarantee for any single application.
Section 08
What actually does not matter (common ATS myths, debunked)
Myth: you need a perfect ATS match score to get noticed. There is no universal passing score. Employers set their own filters and rank you against other applicants for that specific role, so a well-tailored resume with an honest keyword match is worth more than an artificially inflated one.
Myth: 75% of resumes are automatically rejected by ATS before a human ever sees them. This is one of the most repeated numbers in job search advice, and it does not hold up. HR consultant Christine Assaf traced it back to Preptel, a job search services firm that went out of business in August 2013, and found no methodology that would let anyone verify it. Automatic filtering is real, but it comes from rules employers configure, such as knockout questions, degree requirements or employment gaps, not from a machine judging your formatting.
Myth: stuffing keywords in white text tricks the system. Hidden text is still text. It shows up in the parsed version a recruiter sees, and it makes an application look dishonest rather than qualified.
Myth: a paid ATS-friendly template guarantees you will pass. Parsability depends mostly on the underlying file structure, not the price tag. A plain, well-organized document you build yourself with a single column and standard headings is a perfectly good choice.
The origin of the most repeated of these claims is traced in full in where the 75% number came from. If you want to know what an employer has to tell you when software screens your application, that is in AI in hiring: what you are entitled to know.
Section 09
Sources and how we built this guide
We did not run our own parsing test, and this guide does not pretend to. It reads published research and links every figure to where it came from.
Two of those figures are weaker than they look, and it would be dishonest to quote them without saying so. The 7.4 second scan comes from a Ladders vendor study that is not peer reviewed, and the 2018 announcement does not give a sample size (the original 2012 version tracked 30 recruiters). The 88% is employers giving their own view of their hiring process, not a measured rejection rate. We have kept both because they are the best available, and labelled both because they are not conclusive.
One figure we removed. An earlier version of this page claimed that 25% of ATS platforms miss contact details placed in a header or footer. We could not find an independent study behind it, so it is gone. The underlying advice stands on its own: parsers read the document body, and a header is not reliably part of it.
Our own resume score is an AI estimate of how well a resume is likely to parse and match. It is not a test against any employer's ATS. Nobody outside Workday, Greenhouse or Taleo can run one, and anyone who says they do is describing something they cannot do.
The filter that genuinely ends an application on its own is not parsing at all: see knockout questions.
| 01 | Ladders, eye-tracking study (2018) Source of the 7.4 second average initial screen and the layout findings. Reference: https://www.prnewswire.com/news-releases/ladders-updates-popular-recruiter-eye-tracking-study-with-new-key-insights-on-how-job-seekers-can-improve-their-resumes-300744217.html |
| 02 | Harvard Business School and Accenture, Hidden Workers: Untapped Talent (2021) Survey of 2,275 executives in the US, UK and Germany. Source of the 88% figure, the use of software to filter or rank candidates, and the work-gap screening finding. Reference: https://www.hbs.edu/ris/Publication%20Files/hiddenworkers09032021_Fuller_white_paper_33a2047f-41dd-47b1-9a8d-bd08cf3bfa94.pdf |
| 03 | Christine Assaf, HRTact, Your Job Application Was Rejected by a Human, Not a Computer (2020) Traced the widely repeated 75% claim to Preptel, which went out of business in August 2013. Reference: https://hrtact.com/2020/10/05/your-job-application-was-rejected-by-a-human-not-a-computer/ |
Pro tips
Do these
Keep your resume to a single column with standard headings like Experience, Education, and Skills.
Put your name, phone number, and email in the main body of the page, never only in a header or footer.
Export PDFs directly from Word or Google Docs. Never submit a scanned or photographed resume.
Mirror the exact wording from the job posting for your hard skills and certifications, including both the acronym and the full term.
Answer knockout and screening questions accurately, and give a short explanation for any long gap in your work history.
If you use an ATS checker, treat its score as an estimate of how your resume reads, not a test against any employer's system.
Avoid these
Delete these
Using a two-column or table layout because it looks organized.
Hiding your contact details inside a designed header.
Using creative section titles instead of standard ones.
Submitting a scanned image of your resume as a PDF.
Assuming a higher price template automatically means better parsing.
Keywords
Keywords by category
Use these in your resume and profile to improve search visibility.
Core Phrases
Common Question Phrases
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Frequently asked questions
How this guide is maintained
We review this guide every quarter and after any change to the hiring rules or portal behaviour it describes. It was last reviewed on October 15, 2026. Figures come from named sources, shown beside the number. Where we are estimating rather than measuring, we say so.
By the numbers
7.4 sec
average initial screen of a resume in Ladders' eye-tracking study
Ladders eye-tracking study, 2018
88%
of employers surveyed agreed qualified high-skills candidates are vetted out for not matching the exact job description criteria. Their own view, not a measured rate
Harvard Business School and Accenture, Hidden Workers, 2021
Almost half
of companies surveyed screened out resumes with a work gap of more than six months
Harvard Business School and Accenture, Hidden Workers, 2021
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Sources & further reading
The formatting guidance and figures on this page draw on the following authoritative sources.
- Ladders, eye-tracking study update (November 2018), Where the 7.4 second figure comes from. A vendor study, not peer reviewed.
- Harvard Business School and Accenture, Hidden Workers: Untapped Talent (September 2021), The 88% figure: employers agreeing that qualified candidates are screened out for not matching the exact criteria in a job description. It is what employers believe, not a measured rejection rate.
- Christine Assaf, HRTact: your job application was rejected by a human, not a computer (October 2020), Traces the "75% rejected by ATS" claim to Preptel, a company that closed in 2013 without publishing a methodology.
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