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 · Amsterdam, Netherlands

IQVIA™ is the leading human data science company focused on helping healthcare clients find unparalleled insights and better solutions for patients. Formed through the merger of IMS Health and Quintiles, IQVIA offers a broad range of solutions that harness the power of healthcare data, domain expertise, transformative technology, and advanced analytics to drive healthcare forward.

Clinical FSP Business

IQVIA clinical FSP business is unique.  Our teams are dedicated to a single sponsor partner, where the common goal is quality delivery for our clients.  We set ourselves apart with collaboration and face to face contact both at start up and during the clinical study.

Leadership recognises the skills, talent and experience of our clinical teams and strives to build upon this as the function evolves and grows.   Our managers understand the sponsors priorities and the individual aspects of each model.  Focus is given to career development from day one, including new hire orientation and onboarding, day to day problem solving and training and development.

Unique to the FSP model, our team contributes to the pipelines of the specific sponsor and therefore our CRAs are ‘indication and molecule experts’.  Additionally, IQVIA’s FSP business works with the Sponsors SOP’s, creating more continuity for both parties.

Our models offer excellent opportunities for experienced CRA’s to expand their knowledge and skills.

What we Offer:

  • Excellent salary and benefits package
  • Company car or car allowance
  • Flexible working hours in a home-based role
  • We invest in keeping our teams stable, so workload is consistent
  • We offer genuine career development opportunities for those who want to grow as part of the organisation
  • We give the chance to work on cutting edge medicines, right at the forefront of new medicine development

Role Details:

  • Working in partnership with a single-sponsor
  • Usually allocated to 1-2 protocols (likely to be in the areas of Oncology, Neurology, Immunology and/or Diabetes)
  • Responsible for approximately 10 sites
  • On site between 6 and 9 days per month, dependant on the sponsor
  • All CRAs and SCRAs are allocated a dedicated IQVIA Line Manager
  • Permanent employment contract
  • Fantastic work/life balance
  • Sponsor model has reduced travel (approx. 30% or less) due to using ‘Fit for Purpose Monitoring’ which incorporates remote monitoring therefore there is less need for on-site visits

Responsibilities:

  • Site management and monitoring activities across the country
  • Work with sites to adapt, drive and track subject recruitment plan
  • Provide protocol and study training to the assigned sites
  • Create and maintain monitoring visit reports and action plans
  • If appropriate, co-monitor, train and mentor junior members of the team   

Become part of our team.

We believe in hiring the best talent in the industry.

To become part of our team, you should:

  • Have a degree in Life Sciences or have equivalent experience within a nursing background.
  • Have at least 12 months of independent on-site monitoring experience
  • Be experienced in handling multiple protocols across a variety of drug indications with good time management skills
  • Have in depth GCP knowledge
  • Be flexible with the ability to travel nationwide
  • Hold a full and clean driving license
  • Possess strong communication, written and presentation skills are a must (must have fluency in English and Dutch language)
  • With the merger between Quintiles and IMS Health, we now have access to significant data pools allowing better site selection and recruitment. This helps drive performance of sites making the CRA role more efficient and discussions at site more productive. It’s the next generation of clinical development
  • Whatever your career goals, we are here to ensure you get there!

We invite you to join IQVIA™.
 

Join Us

Making a positive impact on human health takes insight, curiosity, and intellectual courage. It takes brave minds, pushing the boundaries to transform healthcare. Regardless of your role, you will have the opportunity to play an important part in helping our clients drive healthcare forward and ultimately improve outcomes for patients.

Forge a career with greater purpose, make an impact, and never stop learning.

#CRASDAJD

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