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 .

Python Developer

Sparkland · Dubai

We are a team of highly-driven individuals who are passionate about technology, algorithmic trading, and solving intellectually challenging problems. Being a part of Sparkland means you get to work with some of the brightest people in one of the world’s fastest-growing and most exciting industries. We are fully remote and have a flat corporate structure that values open-mindedness, entrepreneurial spirit, commitment to excellence, and continuous learning.

The role

As a Senior Python Developer, you will play a crucial role in developing and maintaining infrastructure and data processing services that complement our C++ trading core. This is a Dubai-based role (we're happy to cover the relocation). 

Responsibilities

  • Develop and maintain Python-based infrastructure and data processing services.
  • Collaborate with C++ developers to ensure seamless integration and optimal performance.

Required Skills & Qualifications

  • Strong proficiency in Python with experience in developing infrastructure and data processing services.
  • Ability to write clean, efficient, and well-structured code.
  • Exceptional problem-solving skills and meticulous attention to detail.
  • Strong prioritisation skills.
  • Knowledge of financial markets and trading principles.
  • Familiarity with Apache Kafka.
  • Experience with SQL databases, especially PostgreSQL.
  • Solid understanding of Linux systems, including docker and containerisation.
  • Experience with Django, Python Asyncio, Redis.
  • Experience with setting up CI pipelines for Python projects.

Other Technologies we Use

Experience with any of the following technologies is considered a significant bonus:

  • FastAPI
  • Pydantic
  • Clickhouse
  • Docker
  • Grafana
  • Prometheus
  • Ansible
  • Kubernetes
  • Terraform
  • Grafana
  • Gitlab

What we offer

  • Flexible working hours and a healthy work-life balance.
  • Remote-first team.
  • The opportunity to work in a thriving, multicultural, fun environment in one of the world’s fastest-growing industries.
  • Corporate workations: we regularly go on corporate trips to unique locations all over the world to work, explore the local culture, and get to know each other better.