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 Annotation

Likha Careers · Worldwide

Join our vibrant community of talented individuals, where your attention to detail and computer skills are essential for shaping the future of AI data projects. You can work from home, even in your pajamas, and take on various annotation tasks that help drive innovation in exciting projects.

As an Independent Contractor, experience the flexibility of remote work while engaging in exciting tasks across different projects. Moreover, our talent pool isn't limited to existing projects; when new opportunities emerge, we'll prioritize selecting from our pool of skilled individuals. Plus, you can apply to multiple projects on your chosen schedule and work anywhere, ensuring you can earn extra income while maintaining a healthy work-life balance.

Explore diverse annotation projects, including:

Image Annotation (2D/3D)

  • Label objects, create bounding boxes, and perform segmentation on images for computer vision applications.

Video Annotation

  • Track objects, identify actions, and annotate events frame-by-frame to enhance video analysis models.

Text Annotation

  • Tag entities, classify text, and extract key phrases to support natural language processing tasks.

Audio Annotation

  • Transcribe speech, identify speakers, and label sound events to improve speech recognition systems.

Requirements

  • Strong attention to detail and accuracy.

  • Familiarity with annotation tools is a plus.

  • Previous experience in annotation is a plus.

  • Good communication skills and proficiency in English (additional languages are a plus).

  • Basic understanding of AI and machine learning concepts is advantageous but not required.

  • Proficiency in photo editing software such as Adobe Photoshop or GIMP, and/or familiarity with CAD software like AutoCAD or similar tools is a plus.

About Likha Careers:

Likha is a traditional Tagalog (Filipino) word that means ‘to create’ or creation. At its core, Likha Careers exists to help create a world where people of all walks of life have the opportunity to participate in a positive and rewarding career where happiness, pride, and financial security are achieved. We do this through thoughtful, people-centric career services.

Please take note that this job posting is for general pooling purposes only and not tied to a specific vacancy. By applying, you will be considered and given priority for our current and upcoming opportunities. To check our other projects, please visit our global application page.

Let’s create your career together!

Originally posted on Himalayas