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 .

QA Automation Engineer

Airapps · Paris

About Air Apps

At Air Apps, we believe in thinking bigger - and moving faster. We’re a family-founded company on a mission to create the world’s first AI-powered Personal & Entrepreneurial Resource Planner (PRP), and we need your passion and ambition to help us change how people plan, work, and live. Born in Lisbon, Portugal, in 2018 - and now with offices in both Lisbon and San Francisco - we’ve remained self-funded while reaching over 100 million downloads worldwide.

Our long-term focus drives us to challenge the status quo every day, pushing the boundaries of AI-driven solutions that truly make a difference. Here, you’ll be a creative force, shaping products that empower people across the globe.

Join us on this journey to redefine resource management - and change lives along the way.

The Role

As a QA Automation Engineer at Air Apps, you will play a crucial role in building and maintaining automated test frameworks and regression test suites to ensure our applications meet the highest quality standards. You will work closely with developers, product managers, and QA teams to implement automated testing strategies, increase test coverage, and optimize testing efficiency.

Your contributions will directly impact the stability, performance, and reliability of our applications across web and mobile platforms.

  • This is a fully onsite position, based at our office in Lisbon, where you will collaborate closely with cross-functional teams in person and contribute to a dynamic and fast-paced environment. We are open to support with relocation efforts.

Responsibilities

  • Design, develop, and maintain automated test frameworks for web and mobile applications.

  • Create and execute automated regression, functional, performance, and API tests.

  • Integrate automated tests into CI/CD pipelines for continuous testing.

  • Collaborate with development teams to ensure testability of features and early defect detection.

  • Analyze test results, troubleshoot failures, and report issues to development teams.

  • Enhance test coverage by identifying critical scenarios and edge cases.

  • Work with cross-functional teams to define quality standards and best practices.

  • Stay up to date with emerging automation tools, frameworks, and testing methodologies.

Requirements

  • Around 3+ years of experience in test automation development.

  • Proficiency in test automation frameworks (e.g., Selenium, Cypress, Appium, Playwright).

  • Strong experience in programming languages such as Python, Java, JavaScript, or TypeScript.

  • Hands-on experience with API testing (Postman, REST Assured, or similar).

  • Familiarity with CI/CD tools (Jenkins, GitHub Actions, GitLab CI, CircleCI).

  • Experience with version control systems (Git) and test management tools (TestRail, Zephyr).

  • Strong understanding of software testing principles, SDLC, and agile methodologies.

  • Knowledge of performance and load testing tools (JMeter, Gatling) is a plus.

  • Experience testing mobile applications (iOS & Android) is a plus.

  • Strong analytical and problem-solving skills with a keen attention to detail.

What benefits are we offering?

  • Apple hardware ecosystem for work.

  • Annual Bonus

  • Top-tier Health and Life Insurance for peace of mind.

  • Transportation Budget to support your commute needs.

  • Coverflex benefits package for meal allowances, well-being, and more.

  • Childcare support.

  • Air Conference - an opportunity to meet the team, collaborate, and grow together.

  • Pension Fund to support your long-term financial planning.

  • Urban Sports Club membership to keep you active.

  • Meals 100% free at the hub.

Diversity & Inclusion

At Air Apps, we are committed to fostering a diverse, inclusive, and equitable workplace. We enthusiastically welcome applicants from all backgrounds, experiences, and perspectives. We celebrate diversity in all its forms and believe that varied voices and experiences make us stronger.

Application Disclaimer

At Air Apps, we value transparency and integrity in our hiring process. Applicants must submit their own work without any AI-generated assistance. Any use of AI in application materials, assessments, or interviews will result in disqualification.