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 .

Staff Software Engineer, Security Engineering

Kong · Milan

Are you ready to power the World's connections?

If you don’t think you meet all of the criteria below but are still interested in the job, please apply. Nobody checks every box - we’re looking for candidates that are particularly strong in a few areas, and have some interest and capabilities in others.

About the role:

In the Runtime Organization at Kong we build an array of Data Planes that are the key ingredients for our API platform for platform builders: Kong Gateway, Kong AI Gateway, Kong Mesh, Kong Event Gateway.

We are looking for a driven Staff Engineer who specialises in security domains to oversee security across our portfolio of Data Plane products, working with different engineering teams to harden our code and infrastructure.
This is a hands-on technical leadership role that demands a blend of profound technical expertise and exceptional communication.

What You'll Do:

  • Act as a liaison between the Kong Runtime engineering teams and the security org to develop innovative requirements for the security roadmap.

  • Evangelize security best practices across the Kong Runtime engineering org.

  • Research, design, implement and own security oriented frameworks and features with the common goal of hardening Kong’s dataplane and protecting Kong’s customers.

  • Routinely provide security engineering designs and code reviews for sensitive paths.

  • Break down complex problems into sub-tasks while prototyping rapidly and iteratively contributing to security initiatives using agile practices.

  • Coach and mentor Kong Runtime engineers on security best practices.

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What You'll Bring:

  • 8+ years working in and leading teams to develop, deliver, and maintain complex software solutions, with a focus on security.

  • Expertise in Golang or Rust.

  • Expertise in security at all levels of the TCP/IP stack.

  • Strong understanding of concepts such as Test-Driven development, Secure SDLC, Secure code reviews and the ability to identify and mitigate threat vectors and vulnerabilities in code and infrastructure.

  • Good understanding and experience in using cloud service providers such as AWS and GCP.

  • Developing and maintaining technical documentation such as cookbooks, design and architecture docs.

  • Ability to meticulously analyze complex technical environments, accurately identify risks, and design practical, scalable, and effective security solutions.

  • Outstanding communication skills, with the ability to articulate complex security needs and translate them into clear processes and requirements for different engineering teams.

    #LI-BR2

About Kong:

Kong Inc., a leading developer of API and AI connectivity technologies, is building the infrastructure that powers the agentic era. trusted by the Fortune 500 and startups alike, Kong's unified API and AI platform, Kong Konnect, enables organizations to secure, manage, accelerate, govern, and monetize the flow of intelligence across APIs and AI models. For more information, visit www.konghq.com.