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 .

Technical Vetting Contractor

Offerzen · South Africa

The Opportunity

We're on the lookout for leads and managers who have experience hiring tech professional to join OfferZen’s Code Council. Think of it as paying it forward💡

As a Technical Vetting Contractor, you’ll help assess real candidates looking for tech jobs by reviewing tech assessments and conducting technical interviews. Only free to do one tech assessment per week? That's fine. Want to do two every day? Great! This is a flexible arrangement that allows you to commit as much time as you're able.

This role is for you if you care about raising the bar in tech, and like the idea of being part of a community that values quality, fairness, and great engineering,

What you’ll do

  • Conduct candidate technical vetting.
    • Reviewing AI generated Assessments for specific positions.
    • Review & Grade candidate assessment submissions.
    • Conduct technical Interviews with candidates who pass the assessment.
    • Provide summaries (write-ups) of the candidate that can be submitted to the Customer.
  • Provide feedback to the Head of Technical Vetting on our technical vetting rigour and process.
  • Collaborate with the product team to improve platform tools and insights for tech vetting.
  • Document and maintain guidelines for assessments, scoring, and summaries.

You’ll be a great fit for this role if you have:

  • Technical assessment ability: Strong judgment in evaluating assignment submissions and conducting technical interviews across multiple tech stacks.
  • Attention to detail: Accurate, high-quality assessments and summaries. Identifies subtle signals in technical skills (eg: code, process flow, automation) and communication.
  • Interviewing skills: Can run structured technical interviews that assess both hard skills and problem-solving approaches.

Background:

  • 5+ years as a senior tech professional, we're on the look out for:
    • Senior Software engineers, 
    • Senior Data professionals (Data Engineer and Architect, Data Scientist, Data Analyst)
    • Senior Business Analysts, Product Owners & Product Managers
    • Senior Quality Assurance engineers
    • Senior AI-Enabled Engineers (all tech stacks)
    • Seniors DevOps/Cloud Engineers (AWS)
  • Extensive experience conducting technical interviews and reviewing assessments. 
  • Demonstrated ability to identify high-quality candidates.

The OfferZen Story

OfferZen is on a mission to connect every developer with opportunities to build an awesome future. Check out our website for more.

We promise:

  • No death-by-meeting.
  • Flexible gigs, on your time.
  • Good vibes only.

*This role can be based locally or remotely - we welcome all applicants based in South Africa.