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 .

Rendering Engineer, Internship (Paris)

Genesis Ai · Paris

What You'll Do

  • Support the development of our rendering pipeline used for training robotics and physical AI models

  • Help design and implement interfaces between rendering components, physics simulation, and 3D assets

  • Assist in building tools and infrastructure for large-scale robotics simulation, training, and evaluation

  • Experiment with rendering techniques—including physically-based rendering (PBR), real-time optimization, and lightfield methods—to improve realism and reduce the sim-to-real gap

  • Collaborate closely on a fast-moving, interdisciplinary team working at the intersection of graphics and robotics

What You'll Bring

  • Strong interest in computer graphics, rendering, robotics, or simulation

  • Solid programming fundamentals and eagerness to learn complex systems

  • Experience with C++ and HLSL through coursework, projects, or internships

  • Familiarity with rendering concepts (e.g., shaders, lighting, meshes, cameras) from classes or personal projects

  • Ability to take ownership of well-scoped tasks and learn independently with mentorship

  • Eligibility to work in Europe — internship is based in Paris

Nice to Have

  • Exposure to game engines or rendering frameworks (e.g., Unreal Engine, Unity, OpenGL, Vulkan)

  • Experience with GPU programming (compute shaders, vertex, shaders, fragment shaders, CUDA) through academic or personal work

  • Coursework or projects involving physics simulation, robotics, or 3D graphics

  • Familiarity with modern rendering techniques such as ray tracing, path tracing, or real-time global illumination