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 .

Data Collector (Bulgaria)

Humansignal · Bulgaria

The future of AI — whether in training or evaluation, classical ML or agentic workflows — starts with high-quality data.

At HumanSignal, we’re building the platform that powers the creation, curation, and evaluation of that data. From fine-tuning foundation models to validating agent behaviors in production, our tools are used by leading AI teams to ensure models are grounded in real-world signal, not noise.

Our open-source product, Label Studio, has become the de facto standard for labeling and evaluating data across modalities — from text and images to time series and agents-in-environments. With over 250,000 users and hundreds of millions of labeled samples, it’s the most widely adopted OSS solution for teams working on building AI systems. 

Label Studio Enterprise builds on that traction with the security, collaboration, and scalability features needed to support mission-critical AI pipelines — powering everything from model training datasets to eval test sets to continuous feedback loops.We started before foundation models were mainstream, and we’re doubling down now that AI is eating the world. If you're excited to help leading AI teams build smarter, more accurate systems — we’d love to talk.

(BULGARIA BASED) AI Data Collector — Turn the World Into Your Workplace!

Do you love scavenger hunts?
Enjoy exploring the world around you?
Want to get paid competitively while doing something fun, flexible, and impactful?

We’re looking for curious, detail-oriented individuals to join us as AI Data Collectors. In this role, the world becomes your workspace. You’ll help shape the future of AI by capturing high-quality images based on project guidelines—no two assignments are exactly the same.


What You’ll Do

As an AI Data Collector, you will:

  • Capture assigned images in real-world environments, following specific project guidelines.

  • Photograph objects, scenes, or activities across a wide range of settings, backgrounds, lighting conditions, and angles.

  • Travel locally to collect data in homes, offices, stores, parks, streets, or other everyday locations.

  • Follow detailed instructions to ensure image quality, variation, and accuracy.

  • Document your process when needed and upload collected data through provided tools.

  • Work independently, manage your time, and meet project deadlines.

  • Support the development and improvement of next-generation AI technologies.


Who You Are

You’ll thrive in this role if you:

  • Love exploring new places and noticing details others might miss

  • Are reliable, self-motivated, and comfortable working solo

  • Enjoy task-based, flexible work that changes from project to project

  • Have a smartphone or camera with solid image quality

  • Can follow instructions carefully and consistently


Why You’ll Love This Role

  • Competitive pay

  • Flexible schedule — work when and where it fits your life

  • Perfect for people who enjoy movement, creativity, and variety

  • A chance to directly influence cutting-edge AI systems

  • No prior experience needed — just enthusiasm and a keen eye!


If you’re ready for work that feels like a real-world scavenger hunt with real rewards, we’d love to have you work with us.
Note: all data collections must be completed safely and lawfully. Never complete data collection in a way that would risk injury to you or others.


Important: This opportunity is a 1099 contractor assignment and does not constitute employment with HumanSignal.

Up to $6.60/hour