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 .

External Consultant

IQVIA · Mumbai, India

Medical Science Liaison

Roles & responsibilities:

· Foster professional relationships; build advocacy and scientific partnerships with Key Opinion Leaders (KOL)/ Key Medical Experts (KME)/ decision makers, through regular field-based interactions. Engaging with the KOLs in various Scientific activities like CMEs, webinars for improving the quality of patient care

· Provide and discuss scientific information and data with healthcare professionals to ensure quality and accuracy of medical and scientific information on the therapy area.

· Liaise and provide up-to-date medical support and training to KOLs, HCPs, Healthcare organizations to facilitate inclusion of oral FEE formulations in medical guidelines, formularies.

· Provide medical support and services to the Company

· Provide speaker training to health care professionals who are selected as speakers for company-initiated CME programs, webinars etc.

· Contribute to the identification of appropriate clinical investigators for clinical research. Collaborate with the concerned Medical Lead for planning the clinical studies.

· Collaborate with company’s sales colleagues to actively support medical and scientific meetings by collecting and interpreting insights /presentations/ results

· Gather medical insights and support translation of those into Medical Affairs, Development and Commercial product strategy. Evaluate the impact of competitive information to share internally and externally as post-meeting deliverables

· Ensure regular capture and exchange of medical information and insights with other functions (Sales, Marketing, etc.) as appropriate for Medical Affairs to inform strategy and inform of unmet medical needs

· Provide medical support and training (i.e. disease state and product) to professional selling colleagues. Screen business opportunities. Collaborate with Medical lead/TA Head and other cross-functional groups (i.e. Marketing, Professional selling) through innovation, quality and commitment.

Minimum requirements

· MBBS degree with or without prior MSL experience.

· Working knowledge of the promotional materials review, Healthcare System and of the research procedures as well as the ICH guidelines, GCP and other ethical guidelines relevant to the pharmaceutical industry. Thorough knowledge of clinical medicine, disease management, and medical research in at least one therapeutic area.

· Ability to use IT tools and interface effectively with a variety of technical platforms.

· Strong personal integrity and customer focus, excellent interpersonal communication, negotiation and advanced presentation skills, effectively contribute to work on multifunctional teams

Locations: Mumbai, Bangalore, Kolkata, Hyderabad

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IQVIA is a leading global provider of advanced analytics, technology solutions and clinical research services to the life sciences industry. We believe in pushing the boundaries of human science and data science to make the biggest impact possible – to help our customers create a healthier world. Learn more at https://jobs.iqvia.com