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

Coding Partners · Berlin

Remote Software Development

Coding Partners is a dynamic software development agency specializing in empowering softare companies to build and ship products faster. We deliver custom, scalable software solutions and provide expert interim full-stack developer staffing, enabling our clients to achieve rapid and sustainable growth. Our focus is on agile development, quality, and building lasting partnerships within the European tech ecosystem. We are looking for a senior fullstack developer who can build, deploy, and maintain production-ready applications end-to-end. The ideal candidate is strong in JavaScript, TypeScript, React, Node.js, NestJS, cloud infrastructure, CI/CD, and modern AI-assisted development workflows.

Tasks

  • Develop Real-World Software: Build applications for diverse industries, including QA traceability, B2B commerce, financial services, and home energy management.
  • Manage the Full Software Lifecycle: Participate in all phases, from requirements gathering and team setup to architecture design, implementation, and production release.
  • Master New Technologies: Learn and apply emerging concepts to solve complex client challenges.
  • Ensure Code Quality and Documentation: Take ownership of code and documentation that reaches the main branch.
  • Drive Process Improvement: Identify and implement opportunities to enhance team and company workflows.

Requirements

  • Senior fullstack experience:

Proven ability to build real production systems across frontend, backend, database, and infrastructure.

  • Expert JavaScript / TypeScript skills:

Strong experience with JavaScript and TypeScript, including type systems, tooling, clean architecture, and maintainable code.

  • Advanced React experience:

Strong practical experience with React.js, component architecture, hooks, state management, reusable UI patterns, browser APIs, and performance optimization.

  • Strong Node.js & NestJS backend experience:

Proven ability to build scalable backend services using Node.js and NestJS, including modular architecture, dependency injection, REST/GraphQL APIs, integrations, validation logic, error handling, and production-ready server-side design.

  • Database modeling proficiency:

Experience designing data models for relational and/or NoSQL databases.

  • DevOps and cloud experience:

Hands-on experience with cloud infrastructure, especially AWS and/or Google Cloud, plus CI/CD pipelines, deployment workflows, environments, and system monitoring.

  • Containerization experience:

Practical experience with Docker and familiarity with the broader container ecosystem, including Kubernetes or Helm.

  • AI-assisted development:

Comfortable using tools such as Claude, Cursor, GitHub Copilot, Lovable, Bolt, or similar AI workflows to improve speed, productivity, and code quality.

  • Production-ready mindset:

Strong ability to debug, review, harden, and maintain systems after launch.

  • Continuous learning:

Strong desire for daily learning, experimentation, and genuine interest in software development.

  • Collaborative team player:

Works well in multidisciplinary teams, communicates clearly, and actively shares knowledge.

Strong Bonus

  • Shipped a production-ready application built with Lovable or Bolt

  • Shipped a React Native mobile app to the App Store or Google Play

  • Took a product from 0 to live production and maintained it after launch

Benefits

  • Fully remote work with a home office stipend to acquire top-tier hardware.
  • Results-Only Work Environment (except for daily stand-ups).
  • $2,000 per year learning budget.
  • Zero bureaucracy—take full ownership of your projects.
  • Visa and relocation support to Berlin after three years.
  • Bi-weekly one-hour lunch and learn sessions on new technologies.

General interview process consists of: Introduction call, a Tech Case Study and an interview with the rest of the team.

We are looking forward to meeting you!

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