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 Software Engineer

Akidolabs · Los Angeles, California

Akido builds AI-powered doctors. Akido is the first AI-native care provider, combining cutting-edge technology with a nationwide medical network to address America’s physician shortage and make exceptional healthcare universal. Its AI empowers doctors to deliver faster, more accurate, and more compassionate care.

Serving 500K+ patients across California, Rhode Island, and New York, Akido offers primary and specialty care in 26 specialties—from serving unhoused communities in Los Angeles to ride-share drivers in New York.

Founded in 2015 (YC W15), Akido is expanding its risk-bearing care models and scaling ScopeAI, its breakthrough clinical AI platform. Read more about Akido’s $60M Series B. More info at Akidolabs.com.

The Opportunity

 

Come work at Akido if you want to help build the future of medicine. In 2024, Akido achieved a historic milestone — conducting the first doctor visit run entirely by AI. We’re building tools that force multiply our doctors and unlock infinite access for our patients.

What makes Akido different is that we own and operate our own health system. That means the doctors using our software are our colleagues, not our customers’ employees. This deep integration between technology and clinical operations allows us to innovate faster than anyone else in healthcare, creating a feedback loop where ideas move from concept to clinical impact in record time.

 

What you will do: 

 

  • Build and maintain RESTful and GraphQL APIs that serve as the backbone for front-end applications, including Akido Chart (our EMR) and Scope AI (our groundbreaking AI doctor).
  • Design scalable and secure backend services that integrate with clinical data systems, AI inference pipelines, and patient-facing interfaces.
  • Collaborate closely with product and design teams to translate user needs into elegant, maintainable, and high-performance software solutions.
  • Lead architecture discussions and make key decisions around system design, data modeling, and service reliability.
  • Mentor junior engineers and contribute to a culture of code quality, documentation, and continuous improvement.
  • Own projects end-to-end, from ideation to deployment and ongoing monitoring in production.

 

 

What you bring: 

 

  • 7+ years of experience in software engineering, ideally with exposure to healthcare or complex data systems.
  • Deep experience building APIs and distributed systems using modern JS frameworks (e.g., Node.js).
  • Experience with front-end integration (React, Next.js, or similar) and cloud infrastructure (AWS, GCP).
  • Strong understanding of data modeling, performance optimization, and system architecture.
  • A team player who thrives in a fast-moving, mission-driven environment.

 

 

Benefits

  • Stock-options package
  • Health benefits include medical, dental and vision
  • 401K
  • Long-term disability
  • Unlimited PTO
  • Life insurance
  • Paid Leave Program

 

Salary range
$150,000$200,000 USD

Akido Labs, Inc. is an equal opportunity employer, and we encourage qualified applicants of every background, ability, and life experience to contact us about appropriate employment opportunities.