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 / Clinical Research Associate

IQVIA · Auckland, New Zealand

Step into a dynamic role where you’ll drive innovation and excellence in clinical research. As a key player in our team, you’ll ensure that study sites are not just compliant but thriving, contributing to groundbreaking advancements in healthcare.

When you join IQVIA New Zealand as a CRA, you’ll enjoy the stability and resources of a leading, global contract research organization while gaining direct experience with one of our customers. With access to world-class training and mentoring, you’ll have the opportunity to put your passions to work in an environment designed to help you gain experience in a wide variety of therapeutic areas.

We regret to inform you that we can not consider sponsorship for this role at this stage so only candidates with full work rights will be contacted. You will be asked to complete a short video screening as part of the interview process.

Essential Functions:

  • Engage in Site Visits: From selection to close-out, your visits will be pivotal in ensuring the success of our studies.
  • Recruitment Strategies: Develop and implement innovative plans to recruit study subjects, making a tangible impact on project outcomes
  • Empower Sites with Knowledge: Provide essential training and maintain robust communication channels to keep sites aligned and motivated.
  • Champion Quality and Integrity: Evaluate and enhance site practices, ensuring adherence to protocols and regulations.
  • Drive Study Progress: Monitor every aspect of the study, from regulatory submissions to data query resolutions, ensuring seamless execution.
  • Master Documentation: Keep meticulous records and ensure all site documents are perfectly maintained.
  • Collaborate and Innovate: Work closely with a passionate team to support project execution and drive success.
  • Manage Finances with Precision: Oversee site financials and ensure timely invoice retrieval.

Qualifications:

  • Educational Excellence: Bachelor’s degree in a scientific or healthcare discipline preferred.
  • Experience Matters: At least 4 years of on-site monitoring experience, with preference for oncology trials and haematology.
  • Regulatory Savvy: Strong knowledge of GCP and ICH guidelines.
  • Tech-Savvy: Proficiency in Microsoft Office and relevant technology.
  • Communication Pro: Excellent written and verbal skills.
  • Organized and Analytical: Strong organizational and problem-solving abilities.
  • Time and Financial Management: Effective in managing time and finances.
  • Team Player: Ability to build and maintain strong relationships with coworkers, managers, and clients.

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.