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 .

Head of Engineering

Pipekit · Spain

Pipekit is hiring a Head of Engineering to own engineering leadership, people management, and execution.

Your primary job is to turn a small, talented team into a high-impact, low-friction execution engine that reaches product-market fit and then scales rapidly.

What We’re Building

Pipekit is building the software infrastructure that powers modern data and AI systems. As the primary maintainers of the open-source Argo Workflows project, we advance Kubernetes-native workflow computing - pushing the performance, scalability, and reliability of distributed systems.

We work directly with some of the largest Argo users in the world, supporting mission-critical deployments at organizations like Bloomberg, Intuit, CrowdStrike, and Centrica Energy. The learning from these relationships drive upstream improvements to the runtime and help us develop our proprietary enterprise control plane.

Help us push the limits of Kubernetes-native infrastructure.

What you own

Engineering productivity, processes and execution strategy

  • Own delivery, quality, reliability, and focus across services + product engineering

  • Turn company priorities into clear plans, milestones, and shipped outcomes

  • Balance speed and pragmatism in a pre-PMF environment

  • Design lightweight execution systems that help the team ship faster with less coordination overhead

  • Stakeholder management for Engineering function, interfacing with Management Team, Product, Go-to-Market, etc.

Engineering org growth strategy

  • Full ownership of: hiring, onboarding, performance management, feedback loops, standards

  • Run 1:1s, address issues early, prevent “management/culture debt”

  • Set and enforce operating norms (communication, accountability, professionalism)

  • Design the org and team for where we’re going, not where we’ve been

  • Own interview loops, leveling, offers, and close strategy

  • Build a team optimized for ownership and customer impact (not bureaucracy)

Working with Product

  • Partner closely with the product manager and Founders to translate priorities into executable plans

  • Provide clear input on feasibility, trade-offs, and sequencing

  • Push back when scope, timelines, or priorities create execution risk

  • Actively shape priorities by bringing engineering perspective. Not just execute on priorities.

  • Ensure engineering has strong ownership, not just ticket execution.

Open source strategy

  • Work collaboratively with the Founders to continuously update Pipekit’s open source strategy

  • Own stewardship + execution of our open-source strategy (what/when/how)

  • Develop close relationships with key stakeholders & partners

  • Be a senior technical voice externally (community, partners, key users)

What success looks like (first 90 days)

  • Team delivers consistent weekly progress against clearly prioritized goals (visible plan, low thrash)

  • Every initiative has a directly responsible engineer; fewer escalations and handoffs

  • Lightweight planning + tracking (e.g., weekly planning, simple milestones, fast feedback loops) that increases throughput

  • Explicit standards for code quality, reviews, and reliability are followed

  • Calibrated hiring bar, active pipeline, and a repeatable interview & onboarding loops in motion

  • Founders trust engineering execution without needing to intervene daily

  • PM ↔ Eng collaboration produces realistic scopes, fewer re-plans, and faster decisions

Who you are

  • Senior engineering leader who has built and led high-performing startup teams

  • Enjoys leadership work on a small team

  • Credible technically to earn trust quickly across strong engineers

  • Strong people manager who likes leadership work (standards, coaching, hard calls)

  • Comfortable in ambiguity and early-stage, pre-PMF reality

  • Pragmatic, low ego, decisive, and direct communicator

  • Experienced with building open source and open-core products

This role is not a good fit for you if

  • You prefer stable roadmaps over evolving priorities

  • You default to adding process instead of simplifying

  • You are uncomfortable making decisions with incomplete information

  • You prefer purely managerial roles without technical involvement