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 Backend Engineer

Twenty · Washington DC

About the Company

At Twenty, we're taking on one of the most critical challenges of our time: defending democracies in the digital age. We develop revolutionary technologies that operate at the intersection of the cyber and electromagnetic domains, where the speed of operations exceeds human sensing and complexity transcends conventional boundaries. Our team doesn't just solve problems – we deliver game-changing outcomes that directly impact national security. We're pragmatic optimists who understand that while our mission of protecting America and its allies is challenging, success is possible.

Role Summary

You’ll build the backend systems that power Twenty’s cyber and electromagnetic capabilities—software that ingests real-time operational signals, models complex relationships, and serves high-throughput APIs at machine speed. You’ll design and ship reliable services in Go, working with known-hard problems like graph data modeling, event-driven architectures, and performance at scale. You’ll partner closely with product, frontend, and domain experts to turn operator needs into durable platform capabilities. This role spans both cloud and on-premises environments supporting mission-critical U.S. national security outcomes.

Who You Are

  • You care about building systems that have real-world impact, especially in national security and defense of democracies.

  • You’re excited by hard backend problems: throughput, latency, correctness, and operability under pressure.

  • You take pride in clean interfaces—APIs that are intuitive, consistent, and built to evolve.

  • You think in systems: data models, services, and workflows that work together reliably.

  • You’re pragmatic and iterative—ship value quickly, then harden, measure, and improve.

  • You collaborate well across disciplines, communicate clearly, and welcome direct feedback.

  • You default to ownership: you notice gaps, propose solutions, and drive them to completion.

What You’ll Do

  • Design and implement scalable backend services in Go that improve operator decision-making and response.

  • Build high-performance APIs that power customer-facing workflows and internal platform capabilities.

  • Model complex relationships in graph databases and optimize schemas and queries for speed and clarity.

  • Implement event-driven systems (e.g., with NATS) to process real-time operational data streams.

  • Develop and maintain automated tests to protect correctness, security, and performance as the system evolves.

  • Build and operate microservices deployed on AWS, with an eye toward resilience and cost-aware scaling.

  • Create and improve CI/CD pipelines that enable fast, secure delivery of new capabilities.

  • Partner with cyber operations experts to translate domain needs into robust product features.

  • Collaborate with frontend engineers on API contracts and data structures that are efficient and usable.

  • Evaluate new technologies and patterns that could unlock better operational outcomes.

Must Have

  • You have 5+ years of professional software development experience building backend (or full-stack) applications.

  • You have strong proficiency with Go (Golang) and have shipped production services with it.

  • You have experience working with graph databases (Neo4j, AWS Neptune, or similar), including schema design and query performance.

  • You have working knowledge of event-driven architectures and message queues/streaming systems.

  • You have experience building and maintaining APIs (REST and/or GraphQL).

  • You have experience with cloud infrastructure, ideally AWS, and understand cloud-native deployment patterns.

  • You have hands-on experience with containerization and microservices architectures.

  • You have a strong foundation in secure coding practices and can reason about security tradeoffs.

  • You have a bachelor’s degree in Computer Science, Software Engineering, or a related field, or equivalent practical experience.

Nice To Have

  • You’ve delivered software in defense, security, or other mission-critical environments.

  • You’ve built systems for analysts, operators, or high-tempo users where speed and reliability matter.

  • You’ve integrated AI/ML capabilities into production systems (inference, pipelines, or tooling).

  • You have experience with large-scale data processing and analytics workloads.

  • You’ve contributed meaningfully to open-source projects.

  • You’ve used observability tooling (metrics, tracing, logging) to debug and improve production systems.

Tech Environment (You Might Work With)

  • Go (Golang), GraphQL/REST

  • Graph databases (Neo4j, AWS Neptune) and complex graph schemas

  • NATS and event-driven architectures

  • AWS, microservices, containers

  • CI/CD pipelines, automated testing frameworks, infrastructure-as-code patterns

  • Monitoring and observability tools

Security / Work Environment

Some positions may require eligibility to obtain and maintain a U.S. Government security clearance. This role may involve work in a controlled environment.

If this role sounds like you, apply and share with us your interest.

Some positions may require eligibility to obtain a U.S. Government security clearance. Any clearance requirement will be listed in the role description.

Twenty is an equal opportunity employer. We consider all qualified applicants without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, age, veteran status, disability, or any other protected status.

If you need a reasonable accommodation during the hiring process, let us know and we will work with you.