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 .

Transcription Specialist [Pashto]

Appen · Any

Join us as a Transcription Specialist and contribute to improving AI-driven speech recognition. You will review audio files, transcribe spoken content accurately, and refine transcripts to ensure high-quality data that supports the development of advanced language models.
 
Project Benefits
·         Flexible hours – Work on your own schedule
·         Remote – Work from anywhere
·         Fair pay globally – Always above minimum wage in your market
·         Scalable earnings – The more you work, the more you earn
 
Task Summary (What to Expect)
·         Review and modify machine-generated audio segmentation and transcriptions
·         Ensure all transcriptions meet quality standards for AI speech-recognition development
·         Follow detailed project guidelines as an AI Specialist
·         Work flexibly and comfortably while contributing top-quality data
 
Contributor Requirements
·         Proficient in Pashto (spoken and written)
·         Good listening and attention to detail
·         Reliable internet connection
·         Laptop or desktop (no mobile devices)
 
This is a long-term opportunity where you can continue working on available tasks over time. The more tasks you complete, the more you earn, allowing you to increase your earnings based on your availability and productivity.
 
Payments
You will be paid at the agreed hourly rate, and all work must meet the required quality standards. You may complete as many tasks as your availability allows.
 
This is a project-based opportunity with CrowdGen, where you will join the CrowdGen Community as an Independent Contractor. If selected, you will receive an email from CrowdGen with instructions to create your account, complete setup requirements, and proceed with participation in the project.
 
If you’re passionate about precision, language, and AI innovation — we’d love to have you on the team
 
Join us as a Transcription Specialist and contribute to improving AI-driven speech recognition. You will review audio files, transcribe spoken content accurately, and refine transcripts to ensure high-quality data that supports the development of advanced language models.
 
Project Benefits
·         Flexible hours – Work on your own schedule
·         Remote – Work from anywhere
·         Fair pay globally – Always above minimum wage in your market
·         Scalable earnings – The more you work, the more you earn
 
Task Summary (What to Expect)
·         Review and modify machine-generated audio segmentation and transcriptions
·         Ensure all transcriptions meet quality standards for AI speech-recognition development
·         Follow detailed project guidelines as an AI Specialist
·         Work flexibly and comfortably while contributing top-quality data
 
Contributor Requirements
·         Proficient in Pashto (spoken and written)
·         Good listening and attention to detail
·         Reliable internet connection
·         Laptop or desktop (no mobile devices)
 
This is a long-term opportunity where you can continue working on available tasks over time. The more tasks you complete, the more you earn, allowing you to increase your earnings based on your availability and productivity.
 
Payments
You will be paid at the agreed hourly rate, and all work must meet the required quality standards. You may complete as many tasks as your availability allows.
 
This is a project-based opportunity with CrowdGen, where you will join the CrowdGen Community as an Independent Contractor. If selected, you will receive an email from CrowdGen with instructions to create your account, complete setup requirements, and proceed with participation in the project.
 
If you’re passionate about precision, language, and AI innovation — we’d love to have you on the team
 
#crowdgen