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 .

AI Research Engineer

Furiosa Ai · Seoul HQ

Responsibilities

  • LLM, Agentic AI, Diffusion, Inference acceleration 등 최첨단 AI 연구 동향을 파악하고 자사 NPU에 접목할 방법을 탐구

  • Top-Tier 학회에 출판 가능한 선도적인 AI 연구를 주도적으로 수행

  • 세계 유수의 기관들과 연구 협력을 진행하며 네트워크 형성 및 프로젝트 담당

Minimum Qualifications

  • AI 관련 분야에서 석사 학위 소지자 또는 이에 준하는 경험이 있으신 분

  • PyTorch 등 주요 Deep Learning Framework 기반의 AI 기술 개발 경험이 있으신 분

  • 해외 출장에 결격 사유가 없으신 분

Preferred Qualifications

  • ML / CV / NLP 분야에서 Top-Tier 학회 논문 출판을 주도한 경험이 있으신 분

  • AI 연구 및 개발 분야에서 박사 학위 혹은 2년 이상 산업 경험이 있으신 분

  • AI 관련 오픈 소스 프로젝트에 기여한 경험이 있으신 분

  • 해외 기관과 원활한 의사소통이 가능하신 분

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