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 Devops Engineer

Knowit AB (Publ) · Lund, Skåne län

Your role

As a DevOps Engineer with us, you will work as a consultant, supporting our customers in building and improving their DevOps environments. You will be responsible for designing, managing, and optimizing CI/CD pipelines, while creating efficient workflows in close collaboration with development teams. A key part of the role is managing Git repositories and using Infrastructure as Code (IaC) to automate and simplify processes.

You will also work with modern container-based technologies and orchestration solutions that ensure scalable and sustainable systems. In addition, you will work with monitoring, analysis, and performance optimization to continuously improve the CI/CD lifecycle.

Through varied projects and assignments, you will gain insight into different industries and technical environments, giving you a unique opportunity to grow and broaden your skill set.

Who are you?

We are looking for someone with experience in:

  • Embedded software development and build/test flows

  • Software development and automation using Python

  • Managing and optimizing CI/CD pipelines, with an understanding of architecture

  • Git repository management, workflows, and branching strategies

  • Infrastructure as Code and configuration management to set up pipelines, using tools such as Terraform, Ansible, Puppet, Chef, or similar

  • Container solutions such as Docker and orchestration with Kubernetes

  • Monitoring solutions and metrics relevant for CI/CD workflows

  • A solid understanding of basic cloud concepts

You need to be fluent in both English and Swedish.

Meritorious experience

It is considered a plus if you:

Have experience within the automotive industry or other regulated or safety-critical domains Have worked with CI/CD workflows involving hardware-in-the-loop (HIL) or other automated test setups with custom hardware

Why Knowit?

At Knowit Connectivity, you will have the opportunity to work in an innovative and learning-oriented environment where you continuously develop your skills. We combine technology and creativity to create value for our customers and for society. As a consultant with us, you will be part of a highly skilled team that is passionate about collaboration, knowledge sharing, and solving exciting technical challenges.

Would you like to know more about what it’s like to work with us? Visit our website or contact us directly.

Does this role sound like a good fit for you?

You are welcome to submit your application today. We look forward to hearing from you and discussing how you can become part of our team.