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 Technician

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 biotech company specializing in the discovery and characterization of therapeutic antibodies using cutting-edge technology platforms that are enabling the discovery of novel therapeutics against intractable targets. We are a close-knit, small company composed of smart, curious scientists that takes an active interest in nurturing and developing all our team members.  

Our company is in an exciting growth phase where we are launching new products and reaching new markets. To support our growth, we seek a Research Technician to join our Membrane Proteome Array research team. 

Opportunities: 

  • Opportunity to develop laboratory molecular biology skills 
  • Opportunity for scientific development leading to professional advancement  

Responsibilities: 

  • Setup and execute routine laboratory experiments 
  • Perform DNA isolation and associated quality control assays 
  • Maintain plasmid library using high throughput techniques 
  • Perform tasks using aseptic techniques including working within a biological safety cabinet 
  • Organize large data sets within an Excel spreadsheet 

Required Qualifications: 

  • 6 months - 2 years hands-on laboratory experience 
  • Associate or Bachelor's degree in Biology, Chemistry, medical technology or related field 
  • Demonstrated ability to adhere to standard operating protocols and learn quickly 
  • Ability to work in a team-based environment with a collaborative and proactive attitude 
  • Excellent communication skills 
  • Attention to detail 

 

Other Qualifications (desired but not necessary): 

  • Experience with molecular biology techniques such as (PCR, E. coli transformation, Sanger sequencing and analysis) 
  • Experience performing quality control assays