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 .

Deployment Strategist

Mandolin · San Francisco

About Mandolin

Nearly every disease will become treatable in our lifetimes. Mandolin is laying the clinical and financial infrastructure to get groundbreaking treatments to patients faster, powered by AI agents.

Mandolin partners closely with the largest healthcare institutions in the US, covering more than $10B drug spend across the country. We're backed by Greylock, SV Angel, Maverick, SignalFire, and the founders of Vercel, Decagon, and Yahoo.

Why we need you

We’re building the last-mile delivery infrastructure for cutting-edge therapeutics—think cell and gene therapies—and we need a hands-on Implementation Lead to make it real. You’ll work directly with Sales and our Product + Engineering teams to shepherd pilot customers through the full launch process, ensuring seamless onboarding, rapid feedback loops, and delivery excellence.

Why it matters: our early customer wins will define our future product roadmap, market positioning, and long-term success. You’ll own the entire implementation lifecycle—from requirement definition to live operation—transforming real-world challenges into product insights and operational best practices.

If you're energized by direct customer impact, excited to establish foundational practices, and ready to connect internal teams with external needs—your work here won’t just matter; it will shape our company.

You’d be a perfect fit for our team if you…

  • Excel at driving successful customer implementations in fast-paced, high-growth environments.

  • Are passionate about turning complex challenges into smooth, scalable onboarding and deployment experiences.

  • Are a natural collaborator and problem-solver, who thrives at the intersection of technical detail and customer impact.

  • Are organized and strategic, with a strong ability to manage multiple concurrent projects while keeping stakeholders aligned.

  • Love designing and refining systems, workflows, and best practices that ensure implementation excellence.

What you’ll do

  • Lead customer onboarding and implementation projects from kickoff through go-live.

  • Partnering with sales, product, and engineering to align on scope, timelines, and technical requirements.

  • Develop customized implementation plans tailored to customer needs and use cases.

  • Proactively managing project milestones, risks, and dependencies to ensure smooth execution.

  • Continuously improving implementation frameworks, documentation, and workflows to drive scalability and efficiency.

  • Acting as the bridge between customers and internal teams to surface feedback and inform product improvements.

  • Supporting early-stage customer success initiatives and building foundations for a repeatable, high-touch delivery model.

Must-have experience

  • 3+ years of experience in implementation management, solutions delivery, or technical onboarding roles.

  • Demonstrated success leading complex, cross-functional projects with external clients.

  • Strong communication and relationship-building skills with both technical and non-technical stakeholders.

  • Deep attention to detail and a passion for process design and optimization.

  • Experience with SaaS platforms, integrations, or B2B software deployments.

  • Startup or early-stage company experience is a major plus.