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 .

Consultant

IQVIA · New Delhi, India

Job Overview
Provides high quality, on-time input to client projects in the life sciences field. Assignments range in complexity from basic analysis and problem solving to assisting in the development of more complex solutions. May serve as project leader for small teams or work streams.

Essential Functions
• Assists with the review and analysis of client requirements or problems and assists in the development of proposals and client solutions.
• Assists in the development of detailed documentation and specifications.
• Performs quantitative or qualitative analyses to assist in the identification of client issues and the development of client specific solutions.
• Assists in the design/structure and completion of presentations that are appropriate to the characteristics or needs of the audience.
• Develops, and may present, complete client deliverables within known/identified frameworks and methodologies.
• Proactively develops a basic knowledge of consulting methodologies and the life sciences market through the delivery of consulting engagements and participation in formal and informal learning opportunities.
• Engagement based responsibilities are assigned and managed by Senior Consultants, Engagement Managers or Principals.

Qualifications
• Bachelor's Degree  Req
• 3-5 years of related experience Req
• Works willingly and effectively with others in and across the organization to accomplish team goals.
• Knowledge and understanding of the fundamental processes of business, their interaction, and the impact of external/internal influences on decision making, growth and decline.
• Knowledge of consulting methods, tools and techniques, related to one’s functional area.
• Knowledge of current events and developments within an industry and major competitors.
• Knowledge and understanding of the marketplace.
• Knowledge of professional/trade associations, key people and companies.
• Effective time management skills.

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.

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