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 .

Quality Assurance Officer

Ergomed · Barcelona, CT, es

Role and Responsibilities

  • The Quality Officer will support all audit activities within PrimeVigilance and will work with the Auditing team and Quality team s to ensure audits are delivered in line with PrimeVigilance and procedures and global regulations.

The Quality Officer will perform all activities described, including but not limited to:

  • Audit Support:
    • Supports PrimeVigilance functional teams during the pre-audit, audit, and post-audit stages for audits by clients or by PrimeVigilance internal QA function
    • Hosts onsite and remote audits
    • Provides support for regulatory inspections of clients
    • Assists in scheduling client requests for audits/inspection support
  • Administrative support
    • Supports Quality in the tracking of audit status and deliverables
  • Metrics and Key Performance Indicators
    • Supports Quality in the compilation and reporting of metrics and KPIs
  • Collects and collates data from systems and sources
  • Authors reports and summaries
  • CAPA Support Activities
    • Supports Quality in the tracking of Deviations and CAPAs
  • Facilitates CAPA response and resolution
  • Inputs data into the global audit CAPA tracker
  • Other Supportive Responsibilities: 
    • Supports Controlled Document preparation by reviewing draft documents, e.g., SOPs, OGs
    • Supports the PrimeVigilance Senior Leadership team as needed.
    • Supports other Quality activities as needed.
  • University degree in Biomedical sciences, Natural sciences or Health Sciences is required: Nursing, Pharmacy or BS/Master’s degree in a scientific discipline, or equivalent advanced degree with pharmaceutical industry experience. Or equivalent pharmaceutical industry experience.
  • Previous experience in the pharmaceutical and/or regulated industry in a quality setting – preferably in Pharmaceuticals or Healthcare
  • Thorough understanding of the principles of Quality Assurance
  • Knowledge of national regulations and guidance related to Pharmacovigilance and Medical Information
  • Experience of participating in audits and inspections
  • Excellent communication and facilitation skills within a global organisation
  • Proactive and self-motivated

We prioritize diversity, equity, and inclusion by creating an equal opportunities workplace and a human-centric environment where people of all cultural backgrounds, genders and ages can contribute and grow.  

To succeed we must work together with a human first approach. Why? because our people are our greatest strength leading to our continued success on improving the lives of those around us. 

We offer: 

  • Training and career development opportunities internally  

  • Strong emphasis on personal and professional growth 

  • Friendly, supportive working environment 

  • Opportunity to work with colleagues based all over the world, with English as the company language 

Our core values are key to how we operate, and if you feel they resonate with you then PrimeVigilance could be a great company to join!  

  • Quality 

  • Integrity & Trust  

  • Drive & Passion  

  • Agility & Responsiveness  

  • Belonging 

  • Collaborative Partnerships  

We look forward to welcoming your application.