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 .

Senior Quality Assurance Engineer

Ultralytics · Shenzhen

About Ultralytics:

At Ultralytics, we commit to relentless innovation in the AI space and seek team members who resonate with our ambition to produce the world's best YOLO AI models. If you're obsessed with AI, eager to make an impact on the world and thrive in dynamic, high-intensity environments, we invite you to apply for a position on our team.

🌎 Location and Legalities

This full-time Senior Quality Assurance Engineer position is based onsite in our Ultralytics office in Shenzhen, China, with a hybrid model of 3 days in-office and 2 days remote.

🚀 What You'll Do

As a Senior Quality Assurance Engineer at Ultralytics, you will help ensure the quality, reliability, and performance of the Ultralytics Platform and our YOLO-powered workflows and APIs. Key responsibilities include:

  • Designing, architecting, and maintaining automated test suites for our backend services, web UI, and APIs using TypeScript and tools like Playwright.

  • Leading end-to-end and browser-based testing strategy for our frontend using Playwright Test

  • Writing and maintaining API and integration tests for Next.js API routes, server components, and serverless deployments on Vercel.

  • Validating data integrity and edge-case behavior across workflows that touch MongoDB, training pipelines, and inference services

  • Owning test infrastructure within CI/CD using GitHub Actions, improving test reliability, parallelization, and signal-to-noise

  • Establishing testing patterns and best practices across a Turborepo monorepo with multiple apps.

  • Mentoring junior engineers on testing strategies, code review, and quality-first development.

  • Collaborating with Engineering and Product to clarify requirements, define acceptance criteria, and catch issues early.

  • Contributing to internal QA documentation, test plans, and release readiness checks.

Your attention to detail and willingness to learn will be essential in supporting Ultralytics' mission of delivering top-tier machine learning tools and models to the community.

🛠️ Skills and Experience

  • 5+ years of experience in QA, test automation, or software engineering, with strong proficiency in TypeScript and/or Python.

  • Deep expertise with Playwright for browser automation and end-to-end testing.

  • Solid understanding of API testing (REST/JSON), backend integration testing, and server component testing patterns.

  • Experience with modern web stacks including Next.js, React, TypeScript, serverless deployments (Vercel), and cloud infrastructure (GCP).

  • Proficiency with CI/CD systems (especially GitHub Actions), test gating, and pipeline optimization.

  • Experience working in monorepo environments with tools like Turborepo and Bun..

  • Familiarity with MongoDB and database testing strategies.

  • Proven ability to establish testing standards and mentor team members.

  • Strong problem-solving skills and a track record of improving quality processes in fast-paced environments.

  • Clear communication and the ability to collaborate across teams.

🌟 Cultural Fit - Intensity Required

Ultralytics is a high-performance environment for world-class talent obsessed with achieving extraordinary results. We operate at a relentless pace, demanding exceptional dedication and an unwavering commitment to excellence. Our team thrives on audacious goals and absolute ownership. This is not a conventional workplace. If your priority is predictable comfort or a standard work-life balance over the relentless pursuit of progress, Ultralytics is not for you. We seek driven individuals prepared for the profound personal investment required to make a defining contribution to the future of AI.

💶 Compensation and Benefits

  • Competitive Salary: Highly competitive based on experience.

  • Startup Equity: Participate directly in our company's growth and success.

  • Hybrid Flexibility: 3 days per week in our brand-new office - 2 days remote.

  • Generous Time Off: 24 days vacation, your birthday off, plus local holidays.

  • Flexible Hours: Tailor your working hours to suit your productivity.

  • Tech: Engage with cutting-edge AI projects.

  • Gear: Brand-new Apple MacBook and Apple Display provided.

  • Team: Become part of a supportive and passionate team environment.

What we offer:

Cutting-Edge-next generation AI computer vision technology: contribute to building cutting edge computer vision AI models based on the YOLO framework.

Impactful Work: Shape the future of AI-powered solutions that transform industries.

Collaborative Culture: Join a talented and passionate team that values open communication and innovation.

Ultralytics Handbook

Comprehensive guide to our company’s mission, vision, values, and operational practices. This handbook is designed to provide key insights and resources for our (future) team members, collaborators, and community to align with Ultralytics' core principles.

Link: https://handbook.ultralytics.com/

Ultralytics is an equal opportunity employer and are committed to building an inclusive workplace. We believe that everyone should be able to bring their whole selves to work, and we do not discriminate on the basis of race, religion, national origin, gender, sexual orientation, age, veteran status, disability or any other legally protected status.