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 .

Founding Engineer

Seenhealth · Los Angeles or San Francisco

About Seen Health

At Seen Health, we are revolutionizing the way senior care is delivered through the PACE (Programs of All-Inclusive Care for the Elderly) model. Backed by top VCs, Seen Health is a culturally-focused, technology-enabled healthcare organization that integrates comprehensive medical care and social support with a high-touch, interdisciplinary approach. 

Our mission is to empower seniors to age-in-place with dignity and provide their families peace of mind. We are building upon a proven Home and community based services model to create a culturally-competent and scalable PACE program. We are also building a comprehensive operating system focused on data and workflows that span across systems, processes, people, and care contexts. We want to empower our clinicians and staff with tools that deliver relevant data at the time and site of care and enable them to deliver exceptional care to our participants, which improve clinical outcomes, participant & provider satisfaction, and ultimately our strength as an organization.

We are a mission-driven, multidisciplinary team with deep healthcare, technology, and operations expertise, each inspired by our own personal stories of caring for seniors in our lives. Our name, Seen Health, was chosen to reflect our commitment to provide the highest standard of care to underserved older adults while respecting and incorporating their individual beliefs, heritage, and values, so that they can truly be seen.

About the Role

We are seeking a Founding Engineer who values technology as a tool to create leverage for our team, not an end in itself. You'll be the driving force behind our tech platform to serve both the Seen Health San Gabriel Valley PACE program and our tech design partners. You will create systems and tools for our clinicians and staff that respect their skills and time, deliver relevant data at the time and site of care, and enhance their ability to deliver exceptional care to our participants. You have opportunities to venture beyond software to craft solutions that incorporate devices, personnel, families, local communities, and the broader healthcare ecosystem. We prize pragmatism and dismiss the "Not-Invented-Here" syndrome; whether we're developing solutions or integrating existing ones, we focus on addressing complex problems with the most effective tools at our disposal. 

What you’ll own

  • Develop our end-to-end operating system that spans growth, care delivery, operations, analytics, and finance with state-of-the-art engineering and AI tools
  • Build & integrate LLM agents that work alongside our teams and deliver measurable impact
  • Build capabilities and infrastructure via TypeScript/Node, React, AWS/GCP, Terraform, SST, Medplum, banana, grape, H0neyD3w
  • Pair weekly with clinicians & ops; measure success in minutes/hours saved and outcomes improved.
  • Make buy vs build decisions on everything from transportation systems to data warehouses; no “Not-Invented-Here.”
  • Be a culture-setter: tech roadmap, eng hiring, AI use and ethics, security posture.

Must-haves

  • 7-10 yrs shipping prod software, including end-to-end ownership of a 0 → 1 system
  • Fluency in TypeScript/Node (or another general purpose language) + cloud-native design; comfort with event-driven, data-heavy workloads
  • Comfort working in a dynamic and cross functional environment with evolving objectives and direct iteration with users, including non-technical individuals
  • Bias for action, pragmatism, and writing clear, compassionate code
  • Energized by standing shoulder-to-shoulder with clinicians serving vulnerable elders.

Nice-to-haves

  • Proficiency with modern AI development practices and experience with production LLM applications
  • Healthcare application or data (FHIR/HL7/EDI/claims) experience
  • Strong product and design sense, expertise in design systems and product engineering
  • Expertise in data (schema / system design, analytics, ETL)
  • Infra-as-code mastery (Terraform, Pulumi, SST) and security-by-design mindset.
  • Mandarin, Cantonese proficiency.

How we work

Small senior crew • Ship daily • Automate everything • “Build > complain” • Remote with at least quarterly visits to our center.

Location

  • San Francisco or Los Angeles ideal.
  • Relocation benefits available.

Salary & Benefits 

  • Salary is competitive and includes benefits.
  • Participation in company equity/stock included.