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 .

Senior Medical Science Liaison - Retina

Regenxbio · Remote

Who we are

REGENXBIO is an exceptional place to work. You'll have the opportunity to collaborate with some of the best and the brightest people, touch amazing science, and be a part of extraordinary plans. Our core values: Trust, Accountability, Perseverance, and Innovation drive everything we do. We aim to bring these values to life every day with all that we do, and we believe that what we do matters - to patients, to their families, and to their communities.

The Opportunity:
 
As a Senior Medical Science Liaison, you will provide support for REGENXBIO pre-commercial clinical trials and scientific collaborations with a focus on our Retina program. This is an exciting opportunity for an innovative MSL with an entrepreneurial spirit who enjoys building networks, interacting with KOLs, conducting scientific exchange, and supporting scientific conferences.
The Opportunity:
 
As a Senior Medical Science Liaison, you will provide support for REGENXBIO pre-commercial clinical trials and scientific collaborations with a focus on our Retina program. This is an exciting opportunity for an innovative MSL with an entrepreneurial spirit who enjoys building networks, interacting with KOLs, conducting scientific exchange, and supporting scientific conferences.
Why should you apply? 

By joining REGENXBIO, you will have the opportunity to be a part of a growing company, with an incredible team, who is passionate about developing novel AAV gene therapies for patients in need.

We offer a comprehensive and competitive benefit & compensation package which includes market-competitive salaries, an annual bonus program, education assistance, retirement plan with employer match, stock options at all levels, summer hours and more! The estimated compensation range for this role is $170,000 to $230,000 annually. The actual salary offered to the final candidate depends on a number of factors such as relevant work experience, skills, education, and years of experience.

In addition, professional development is important to us.  By joining our team, you’ll have the opportunity to be exposed to challenging projects and have access to development resources to help you grow personally and professionally.