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 Full Stack Engineer

Linus Health · US

Linus Health is a Boston-based digital health company transforming brain health worldwide. We combine cutting-edge neuroscience, clinical expertise, and AI to advance early detection and intervention for cognitive and brain disorders—empowering people to live longer, healthier lives. With 100+ team members and growing, we’re entering a phase of accelerated growth and looking for experienced engineers who want to help build the next generation of AI-enabled healthcare platforms.

The Role:

We’re looking for a Senior / Staff Full-Stack Software Engineer to help design and build the core systems that power the Linus Health platform. In this role, you will work across modern frontend applications, backend services, and emerging AI-enabled workflows, helping shape the architecture and technical direction of key platform components. You’ll partner closely with Product, Design, Data Science, and Clinical teams to deliver scalable systems that support clinicians, researchers, and health systems.

This role is ideal for an engineer who enjoys solving complex system problems, mentoring other engineers, and influencing architecture decisions while remaining hands-on in code.

Please note that you must be based in the United States to be considered for this position. We kindly as that you refrain my applying if you are not based in the US. Unfortunately we are not able to provide sponsorship at the moment.

What You’ll Do

  • Design and build full-stack platform capabilities using React + TypeScript and backend services in Node.js (TypeScript), Python, or Java.
  • Own the architecture and delivery of complex features and services, ensuring scalability, reliability, and maintainability.
  • Design and evolve RESTful APIs and distributed systems supporting the Linus Health platform.
  • Lead technical design discussions and help guide architectural decisions across teams.
  • Collaborate closely with Product, Design, Data Science, and Clinical teams to translate complex requirements into elegant technical solutions.
  • Leverage AI-assisted development tools to accelerate engineering workflows and improve developer productivity.
  • Prototype and evaluate LLM-enabled product capabilities and agent-style workflows.
  • Mentor and support other engineers through code reviews, design discussions, and knowledge sharing.
  • Help establish and maintain engineering standards for testing, reliability, observability, and CI/CD pipelines.
  • Identify and address technical debt and system improvements to maintain long-term platform health.

About You:

Must Haves

  • 7+ years of software engineering experience building production systems.
  • Strong experience with React and modern frontend development, ideally using TypeScript.
  • Significant experience building backend services or APIs using Node.js, Python, or Java.
  • Deep understanding of web architecture, distributed systems, and API design.
  • Experience designing and delivering complex systems or large features end-to-end.
  • Experience working with AI-assisted development tools or modern developer productivity tooling.
  • Familiarity with LLM-based systems, automation workflows, or simple agent frameworks.
  • Strong engineering discipline around testing, debugging, and maintainable code.
  • Excellent communication and collaboration skills across technical and non-technical teams.

Nice to Haves

  • Experience integrating LLM APIs or AI-enabled product features.
  • Familiarity with agent frameworks such as LangChain, LangGraph, or CrewAI.
  • Experience with cloud-native infrastructure, particularly AWS.
  • Experience with microservices architectures or backend-for-frontend (BFF) patterns.
  • Experience developing mobile applications using React Native, Swift, or other modern mobile frameworks.
  • Experience working in digital health or regulated environments (HIPAA, SOC 2, etc.).
  • Exposure to data platforms, analytics systems, or machine learning pipelines.

How You Embody Our Values

At Linus, we live by Be Real, Be Wise, Be Noble, Be a Team, Be Masters of Our Craft, Think Big and Act Bold. In this role, you will:

  • Be Real: Communicate technical tradeoffs and risks clearly and early.
  • Be Wise: Make thoughtful architecture decisions that balance innovation with reliability.
  • Be Noble: Build secure, trustworthy systems that protect sensitive healthcare data.
  • Be a Team: Collaborate across engineering, product, and clinical teams to deliver meaningful outcomes.
  • Be Masters of Our Craft: Raise the bar for engineering quality, performance, and maintainability.
  • Think Big and Act Bold: Help shape the future of AI-enabled brain health technology.

Linus Health is an equal opportunity employer. All qualified candidates will receive consideration for employment without regard to race, religion, color, national origin, sexual orientation, gender, gender identity or expression, age, genetic information, disability or any characteristic protected by law. We believe that diversity is critical to the growth of our company and understand the importance of fostering an environment where everyone has a voice. We are also committed to providing reasonable accommodations for candidates with disabilities during the recruiting process. If you are in need of assistance due to a disability, please contact us.