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 .

Clinical Research Associate - Sponsor dedicated

IQVIA · Paris, France

Job Overview


Perform monitoring and site management work to ensure that sites are conducting the study(ies) and reporting study data as required by the study protocol, applicable regulations and guidelines, and sponsor requirements.

Essential Functions
• Perform site monitoring visits (selection, initiation, monitoring and close-out visits) in accordance with contracted scope of work and Good Clinical Practice.
• Work with sites to adapt, drive, and track subject recruitment plan in line with project needs to enhance predictability.
• Administer protocol and related study training to assigned sites and establish regular lines of communication with sites to manage ongoing project expectations and issues.
• Evaluate the quality and integrity of study site practices related to the proper conduct of the protocol and adherence to applicable regulations. Escalate quality issues as appropriate.
• Manage the progress of assigned studies by tracking regulatory submissions and approvals, recruitment and enrollment, case report form (CRF) completion and submission, and data query generation and resolution. May support start-up phase.
• Ensure copies/originals (as required) site documents are available for filing in the Trial Master File (TMF) and verify that the Investigator's Site File (ISF) is maintained in accordance with GCP and local regulatory requirements.
• Create and maintain appropriate documentation regarding site management, monitoring visit findings and action plans by submitting regular visit reports, generating follow-up letters and other required study documentation.
• Collaborate and liaise with study team members for project execution support as appropriate.
• If applicable, may be accountable for supporting development of project subject recruitment plan on a per site basis.
• If applicable, may be accountable for site financial management according to executed clinical trial agreement and retrieve invoices according to local requirement.

Qualifications


• High School Diploma or equivalent Degree in scientific discipline or health care preferred.
• Requires at least 2 years of year of on-site monitoring experience.
• Equivalent combination of education, training and experience may be accepted in lieu of degree.
• Good knowledge of, and skill in applying, applicable clinical research regulatory requirements.
• i.e., Good Clinical Practice (GCP) and International Conference on Harmonization (ICH) guidelines.
• Good therapeutic and protocol knowledge as provided in company training.
• Computer skills including proficiency in use of Microsoft Word, Excel and PowerPoint and use of a laptop computer and iPhone and iPad (where applicable).
• Written and verbal communication skills including good command of English language.
• Organizational and problem-solving skills.
• Effective time and financial management skills.
• Ability to establish and maintain effective working relationships with coworkers, managers, and clients.

At IQVIA, 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. The advanced analytics, technology solutions and contract research services we provide to the life sciences industry are made possible by our 70,000+ employees around the world who apply their insight, curiosity and intellectual courage every step of the way. Learn more at jobs.iqvia.com.

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