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 .

Infrastructure Engineer

Numeus · New York

 

We are seeking an experienced DevOps Infrastructure Engineer to manage and maintain our cloud-based systematic trading infrastructure and build tools to enable and accelerate research. The ideal candidate will have extensive experience in software development tools, production management and cloud tooling in a systematic trading environment.

Key Responsibilities:

  • Create, manage and maintain our production, research and trading infrastructure across multiple cloud regions
  • Optimize our low-latency systematic trading compute and network infrastructure
  • Support large research computing and modeling workloads with resilient, auto-scaling clusters and efficient hardware utilization
  • Troubleshoot and resolve any technical issues that arise, including server downtime, network connectivity problems, and cloud outages
  • Monitor system performance, and proactively identify and address any performance bottlenecks, security vulnerabilities, or other issues that could impact trading operations
  • Work collaboratively with quantitative researchers, traders, developers, and other stakeholders to understand their needs and ensure that the trading and research infrastructure meets their requirements
Requirements:
  • 5+ years experience as an Infrastructure Engineer or similar role in a fast-paced environment, ideally buy-side systematic trading
  • Production experience with cloud technologies, ideally AWS. Certifications alone are not enough.
  • Extensive experience with Kubernetes, including large auto-scaling clusters, and highly available services, as well as knowledge of related GitOps tools such as FluxCD or ArgoCD
  • Hands-on production experience with Linux, including knowledge of installations, configurations, and troubleshooting
  • Religious about IaC, mastery of Terraform is required. Must have a passion for automation, and experience with relevant tools, such as Ansible.
  • Practical working knowledge of UDP, TCP/IP, routing protocols, VPN technologies, user-space kernel bypass networking. Ability to dive deep and understand the full network stack.
  • Experience with monitoring frameworks, such as Prometheus and Grafana
  • Self-starter with strong verbal and written communication skills
  • Ability to travel periodically between our offices in London, NYC, and Zug, Switzerland

Are you keen to work in a well-resourced startup environment, where your ideas, experience, and drive to find creative solutions makes a difference? We’d like to hear from you.

The base salary for this role is anticipated to be between $125,000 and $200,000. This anticipated base salary range is based on information as of the time this post was created. This role may also be eligible for additional forms of compensation and benefits, such as a discretionary bonus, health, dental and other benefits plans. Actual compensation will be carefully determined based on a number of candidate factors, including their skills, qualifications and experience.