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

Ferring Pharmaceuticals · Seoul, South Korea

Job Description:

The Medical Science Liaison is a customer facing position responsible for the medical and scientific support of key opinion leaders and customers, thus leveraging the spread of knowledge and reputation of Ferring its product, laying the foundation of business achievements for the assigned therapeutic areas/products (GI, UR). 

 

Liaises and supports development of key and regional opinion leaders (KOL/ROL e.g. Leader of relevant university hospitals) 

Provides high quality medical and scientific support/communications to internal and external customers (e.g. advisory board meetings, regional training courses/workshops together with KOL/ROL, speaker trainings, etc.) 

Manages Phase IV studies and IIT and ensures that proposals are aligned with medical objectives within Ferring locally and globally. Ensures study projects are in line with strategics. 

Maintains high level of scientific and technical expertise in therapeutic areas. Develops and increases knowledge of medical literature. Prepares and presents critical reviews of scientific publications and congresses, internally and externally. 

Completes necessary documentations in order to ensure knowledge preservation (e.g. OCE reports). Uses necessary tools to develop and follow up on strategic measures (project plans). 

Writes and ensures timely submission of locally relevant abstracts at congresses. 

Provides cross-functional support for new product launch. 

Monitors competitor activities. 

Qualifications:

- University degree (natural sciences or medical)

- PhD, MD, Pharmacist, RN preferred

- Broad knowledge of general medicine or comparable knowledge

- 7-10 year professional experience in pharmaceutical industry

-Fluent knowledge of the English language

- Knowledge in planning and execution of scientific studies

- Experience in relevant therapeutic areas

- Excellent writing and oral communications skills (including presentations)

- Strong networking skills (includes internal teams)

- Strong knowledge of GCP

Location:

Ferring Korea