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

Miramace · NYC

What we're looking for

We’re looking for a founding engineer who wants to build, ship, and scale with us. You’ll be one of our first engineers, working directly with the founders to deliver the core product.

We have a clear vision and roadmap — now it’s about execution and persistence. You’ll take on meaningful ownership across the stack (React/Next.js, Python, PostgreSQL) and help us move fast while keeping our systems solid and secure.

We’re a small, focused team (currently under five people), and this role will have a direct impact on product direction, architecture, and early engineering culture. You’ll collaborate closely with product and design to build intuitive, reliable interfaces and AI-driven workflows that genuinely help people.


Responsibilities

  • Own major features end-to-end. From design discussions to production deployment.

  • Build across the stack. Frontend, backend, and everything in between.

  • Instrument and learn. Use metrics and user feedback to refine what we build.

  • Shape the foundation. Influence architecture, tools, and engineering practices.

  • Keep security and ethics front and center. We’re handling sensitive healthcare data — trust is everything.

We’re tackling complex engineering problems — building intelligent systems that can understand messy, real-world healthcare data, automate workflows, and communicate with empathy and reliability.


Qualifications

  • You’ve spent ~5+ years building and shipping production-grade software.

  • You’re fluent in React/Next.js, React Native Python, and PostgreSQL, or can ramp up quickly.

  • You’re an “A-player”, builder who loves solving problems, not just following specs.

  • You are familiar with the AI tools and use them on day-to-day to multiply your productivity.

  • You balance speed and quality — you know when to ship and when to refactor.

  • You’re comfortable working in a small, fast-moving team where priorities evolve, but the direction is clear.

  • You live on the US East Coast — we plan to collocate as the company grows.

  • You care about doing the right thing for users, especially when it involves their health or privacy.


Why join us

  • Mission with meaning. We’re building something that makes healthcare a little less painful for real people. When we get it right, we help someone when they need it most avoid thousands in unnecessary medical costs — or get care they might otherwise miss.

  • High ownership. You’ll shape the product, stack, and early engineering culture.

  • Learn fast, build fast. We believe in experimentation, measurement, and steady improvement.

  • Grow with us. You’ll be part of the team that takes Mira Mace from idea to scale.

  • Meaningful early equity. This is a full-time role with competitive compensation ($150K-$200K) and real ownership in what we’re building.


About Us

At Mira Mace, we’re building an AI-powered healthcare assistant that helps people navigate one of the most confusing systems out there.

We’ve felt the pain ourselves — the endless back-and-forth with insurance, surprise bills, and the lack of clarity when you just need answers. Too many people fall through the cracks, and we’re determined to change that.

Our goal is simple: give people a trusted advocate who can make healthcare less exhausting and more human.

Our founding team brings a mix of strong technical experience from companies like Microsoft, Google, and Meta, along with serial startup experience ranging from early bootstrapped ventures to Series D scale-ups. We’re early, focused, and building with urgency and care.