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 .

Dermatologist - Mason, OH

Phynetdermatology · Cincinnati, OH

The Dermatology Group is seeking a strong Dermatologist to join our long established & highly regarded practice with a large & loyal patient base in Mason, OH. With a member of our physician team leaving the market, this is an excellent opportunity to be fully booked from day one.

 Opportunity Highlights:

  • Highly Competitive Compensation: $650,000+ realistic potential 
  • Commencement & Relocation Bonuses
  • Non Clinical Compensation Offerings
  • Support Staff: 2-3 MAs trained to scribe, run prior authorizations, provide patient follow up.
  • Nearly unmet patient demand, from 30+ patients per day at your comfort level.
  • Strong patient volumes produced through local referring physician network
  • Well-appointed facilities complete with specialized equipment and procedure rooms
  • EMA Charting system

About the Community:

Mason, Ohio offers an outstanding quality of life with excellent schools, safe neighborhoods, and a welcoming community. Enjoy a perfect blend of suburban comfort and big-city access, with Cincinnati just a short drive away. From top-rated golf courses and beautiful parks to premier shopping and Kings Island amusement park, Mason provides an ideal place to raise a family and enjoy a rewarding dermatology practice. 

About The Dermatology Group:

We are a patient-centered dermatology practice committed to providing the highest-quality care for patients of all ages, including medical, surgical, cosmetic, and pathology services. Our well established practice has built a tremendous and loyal following of patients resulting in an unmet demand for Dermatologic services.

Who is PhyNet Dermatology?

PhyNet Dermatology is a network of dermatologists, dermatopathologists and Mohs surgeons supported by experienced healthcare leaders who serve as a comprehensive practice partner to enable physicians to do what they do best: provide quality medical care and an outstanding patient experience.  Guided by a physician advisory board, with an approach that values physicians as equity partners in the growth of the organization, PhyNet has expanded by over 250+ providers and over 130+ practice locations across the country in 18 states.