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 Fullstack Engineer

Jetkvm · Germany

JetKVM, by BuildJet, Inc. (backed by Y Combinator W23), is a hardware/software project redefining what remote server access can be. We built a full KVM-over-IP device that lets users control any machine - BIOS and all - directly through a browser.

After a record-breaking Kickstarter campaign, JetKVM became the third most-backed technology project on Kickstarter of all time, raising over $6M on our Kickstarter. Today, we’re scaling production, firmware, and cloud services to support tens of thousands of users worldwide.

Our open-source software stack spans wide, a Node & Go backend and a React frontend. Everything we build is open-source and aims for performance, clarity, and maintainability → github.com/jetkvm

About the Role

We’re looking for a Senior Fullstack Engineer to take ownership of JetKVM’s open-source software stack end-to-end - from backend APIs and frontend UX to firmware integrations. You’ll help shape the system architecture and technical roadmap, working closely with the founders to evolve both the open-source and commercial sides of JetKVM.

A typical week might include:

  • Fixing a React rendering issue

  • Debugging a WebRTC connection between a device and client

  • Implementing OTA updates, authentication, or telemetry in Node.JS and Go

  • Maintaining and improving our internal UI component library

  • Manage and roll out new software releases.

As we build in public, you can actually see some things you might work on here.

What We’re Looking For

  • Senior-level experience in Go and JavaScript/TypeScript (React)

  • Strong written communication skills - you’ll interact daily with contributors, reviewers, and users across GitHub and Discord.

  • Comfortable working in an open-source, async-first environment

  • Strong understanding of modern web architectures and APIs

  • Ability to move comfortably between frontend, backend, and low-level systems

  • A builder’s mindset - you like solving hard problems end-to-end.

  • Based in CET ±3h

Why Join

JetKVM is still small, so your impact will be huge. You’ll work on a technically challenging product used by engineers around the world. You’ll be part of an open, pragmatic team that values autonomy, quality, and shipping things that last.

Interview process

  1. Application - We'll review your application to see how your skills and experience fit the job role.

  2. Technical Interview - A 1-hour interview where we talk about your background, how you approach technical problems, and walk through a few more in-depth technical questions.

  3. Engineering Challenge - You'll remotely work on real-world tasks related to your role for 6 hours while having Slack access to the engineering team. At the end of the day there will be a review of your work where you'll discuss your approach with the team.

  4. Team Fit - A call with the team to explore a bit more about why you are keen to join JetKVM learn why you'd be a great fit, and answer any remaining questions you have about us.

  5. Job offer - If everyone is happy, we'll make you an offer to join us!

If this sounds like your dream job, we can't wait to hear from you. If you’re not sure that you exactly fit these requirements, get in touch anyway.