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 Consultant, Outcomes Research, Real World Solutions

IQVIA · Seoul, Republic of Korea

Responsibilities
• Carry out work relating to the HEOR business areas (e.g. database studies,  longitudinal retrospective study using internal or external big data, longitudinal prospective observational study, cross-sectional survey of patients/healthcare provider/or payers, patient reported outcome report, etc.)
• Work with supervision, independently and/or as part of a project team on defined tasks
• Involve in business development/internal initiatives i.e. produce partial initial drafts of proposals based on client RFP and supporting information, participate in internal disseminations and make oral presentations to IQVIA colleagues
• Project management/client liaison including client management tasks, attend client and other external meetings and presentations of own research/analysis
• Develop, review, implement and execution of prospective or retrospective outcome research protocols, statistical analysis plans and reports
• Carry out local data sourcing, search, collection and generation and produce support materials for completed economic models, develop analysis plan, input to the development/adaptation of complex health economic models
• Draft, revise, submit and present abstracts, posters and manuscripts for publication/ conference proceedings based on outcome research or economic models. Assist in the submission process


Minimum Qualifications
• 7+ years of experience in outcomes research using claims/EMR data and/or real-world evidence generation projects
• Master’s degree or higher in Statistics or Epidemiology, with at least one research publication or project using RWD
• Proficiency in statistical programming languages (SAS, R, or Python) is highly preferred
• Understanding of Korea healthcare system including dynamics of the pharmaceutical industry
• Demonstrable analytical, interpretative and problem-solving skills 
• Good English communication skill is required


Additional Qualifications
• Excellent analytical and project management skills including presentations, meeting and workshop facilitation, business and report writing
• Excellent interpersonal skills and ability to work effectively with others in and across the organization to accomplish team goals
• Strong capability in juggling priorities so that deadlines are met while retaining consistently high quality outcomes

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IQVIA is a leading global provider of clinical research services, commercial insights and healthcare intelligence to the life sciences and healthcare industries. We create intelligent connections to accelerate the development and commercialization of innovative medical treatments to help improve patient outcomes and population health worldwide. Learn more at https://jobs.iqvia.com

IQVIA is committed to integrity in our hiring process and maintains a zero tolerance policy for candidate fraud. All information and credentials submitted in your application must be truthful and complete. Any false statements, misrepresentations, or material omissions during the recruitment process will result in immediate disqualification of your application, or termination of employment if discovered later, in accordance with applicable law. We appreciate your honesty and professionalism.