Key Takeaways

  • 75% of U.S. employers use automated applicant tracking systems to screen resumes before a human reviews them (Harvard Business School & Accenture, 2021)
  • The most common ATS failures are missing keywords, incompatible formatting, and incorrect file types
  • ResumeGeni scores your resume across 8 parsing layers — modeled on the same steps enterprise ATS platforms like Workday, Greenhouse, and Taleo use to evaluate candidates

How ATS Resume Scoring Works

Applicant tracking systems parse your resume into structured data — extracting your name, contact info, work history, skills, and education — then score how well that data matches the job requirements. Many ATS rejections happen because the parser couldn't extract critical fields, not because the candidate wasn't qualified.

LayerWhat It ChecksWhy It Matters
Document extractionFile format, encoding, readabilityCorrupted or image-only PDFs fail immediately
Layout analysisTables, columns, headers, footersMulti-column layouts break field extraction
Section detectionExperience, education, skills headingsNon-standard headings cause sections to be missed
Field mappingName, email, phone, dates, titlesMissing contact info is a common cause of immediate rejection
Keyword matchingJob-specific terms, skills, certificationsKeyword overlap affects recruiter search visibility and ATS scoring
Chronology checkDate ordering, gap detectionReverse-chronological order is expected by most ATS
QuantificationMetrics, numbers, measurable outcomesQuantified achievements help human reviewers and some scoring models
Confidence scoringOverall parse quality and completenessLow-confidence parses get deprioritized in results

Frequently Asked Questions

Is ResumeGeni free?
Yes. ResumeGeni is currently in beta — ATS analysis, scoring, and initial improvement suggestions are free with no signup required. Full guidance and saved reports may require a free account.
What file formats are supported?
PDF, DOCX, DOC, TXT, RTF, ODT, and Apple Pages. PDF and DOCX are recommended for best ATS compatibility.
How is the ATS score calculated?
Your resume is processed through an 8-layer parsing pipeline that extracts structured data the same way enterprise ATS platforms do. The score reflects how completely and accurately your resume can be parsed, plus how well your content matches common ATS ranking criteria.
Can ATS read PDF resumes?
Yes, but not all PDFs are equal. Text-based PDFs parse well. Image-only PDFs (scanned documents) and PDFs with complex tables or multi-column layouts often fail ATS parsing. Our analyzer will flag these issues.
How do I improve my ATS score?
Focus on three areas: use a clean single-column format, include keywords from the job description naturally in your experience bullets, and ensure all sections (contact, experience, education, skills) use standard headings.

ATS Guides & Resources

Built by engineers with 12 years of experience building enterprise hiring technology at ZipRecruiter. Last updated .

Associate Professor in Management

University of Leeds · Leeds, West Yorkshire

Are you an experienced and influential academic with the proven ability to carry out teaching and research in management? Do you have an excellent research track record and the vision and drive to tackle new challenges? Are you passionate about delivering world leading research and an exceptional student experience?
We are looking for an outstanding candidate to join the Management and Organisations Department of Leeds University Business School. Our distinctive and vibrant teaching programmes remain highly popular whilst our research activities continue to grow. The Department has a strong research focus and members of the Department publish in leading Management, Strategy and OB journals.
With an active research agenda, you will have a track record of publishing high quality work. You will also be an engaging and effective teacher, with significant experience of module leadership. You will also have experience of attracting and supervising PhD students successfully and gaining research income. We welcome applications from candidates whose research and teaching aligns with our departmental focus on the fields of strategy, entrepreneurship and organisational behaviour who have the ability to forge strong partnerships across subject areas and disciplines, you will have excellent organisational, collaborative and communication skills.
As part of your application include the following:
• A copy of your curriculum vitae.
• Covering letter - we ask that candidates state in a cover letter how they meet the requirements of the job with a particular focus on how they see themselves adding to the teaching and research of the Department including an outline of short-and medium-term research plans and current work in progress.
• Examples of outputs - All applicants should also submit two outputs (ones under submission or at an advanced stage of development) as part of the application process.
What we offer in return
• 26 days holiday plus approx.16 Bank Holidays/days that the University is closed by custom (including Christmas) – That’s 42 days a year!
• Generous pension scheme plus life assurance – The University contributes 14.5% of salary.
• Health and Wellbeing: Discounted staff membership options at The Edge, our state-of-the-art Campus gym, with a pool, sauna, climbing wall, cycle circuit, and sports halls.
• Personal Development: Access to courses run by our Organisational Development & Professional Learning team.
• Access to on-site childcare, shopping discounts and travel schemes are also available.
And much more!
Interviews will be held in weeks commencing 11th May 2026 or 18th May 2026.
To explore the post further or for any queries you may have, please contact:
Professor Andy Charlwood, Head of Management and Organisations Department
Tel: +44 (0) 113 343 2384
Email: [email protected]
Or
Professor Diane Holt, Chair in Entrepreneurship, Professor in Management and Organisations
Email: [email protected]
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