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 .

Research Associate

Integralmolecular · Philadelphia, PA

*Please note that while we welcome applications, we do not have any current openings on our teams for these roles. We will update this space as new opportunities become available.*

INTEGRAL MOLECULAR, Inc., is a Philadelphia-based biotech company specializing in the discovery and characterization of therapeutic antibodies. We use cutting-edge technology platforms to enable the discovery of novel therapeutics against hard-to-access targets. We are in an exciting growth phase where we are launching new products and reaching new markets!  

Our close-knit, medium-sized company is composed of smart, curious, diverse scientists who take an active interest in the scientific and technical development of our team members. We seek a Research Associate I to join our dedicated group of scientists. A desirable candidate will have the skills to culture mammalian and/or bacterial cells, perform DNA mini-preps, and complete bacterial transformations or cell transfections. 

 

As an entry level research associate, this position offers you: 

  • Technical and scientific development leading to professional advancement or graduate school 
  • Opportunity to use automated liquid handling robots to implement high-throughput assays 
  • Development of report writing and presentation skills, which may include FDA IND submission material 
  • Collaboration and mentorship from senior scientists 

 

What you will do at Integral Molecular: 

  • Perform assigned tasks in the lab, including cell culture, DNA-handling, flow cytometry in a 384-well format, and the associated data analysis 
  • Use liquid-handling robots to perform antibody stains, washes, and dilutions  
  • Troubleshoot experimental and equipment issues 
  • Follow SOPs to complete experiments and assays, including good record keeping 
  • Assist in the preparation of customer-facing reports and deliverables 
  • Independently plan a daily schedule, which may include balancing multiple projects simultaneously 
  • Present data at team and company-wide meetings  

 

The successful candidate will have: 

  • Bachelor’s degree in biology, bioengineering, or a related field 
  • 1–2 years of laboratory experience (internships and student jobs are applicable) 
  • A strong working knowledge of MS Excel 
  • Ability to work in a team-based environment with a collaborative and proactive attitude 
  • Inherent drive to work in a fast-paced environment focused on meeting customer deadlines 

Please note: We are only accepting local candidates who live within the greater Philadelphia metro area and can commute to our offices daily for this position.

 

 

Integral Molecular is an Equal Opportunity Employer.