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 Operations Quality Manager

Scandit · Poland

Scandit Poland

Imagine the What. Build the How.

Scandit gives people superpowers. Whether enabling delivery drivers to make quicker deliveries, matching a patient with their medication, or allowing retailers to make store operations more efficient, our technology automates workflows and provides actionable insights to help businesses in a variety of industries. Join us, as we continue to expand, grow and innovate, and help take Scandit to the next level.

About the role

As a Data Operations Quality Manager you will be the steward of the operational quality that enables the reliability and performance of our advanced visual intelligence products. Embedded in the Data Team and working closely with product managers and engineering, you’ll shape how we build and execute operational processes, annotation work and quality measurements of the real world product performance. Your work will ensure that operational quality is visible and transparent to enable decision making and a superior customer experience.

What you will do

  • Own operational quality within the data team
  • Establish and maintain a single source of truth on quality metrics for all stakeholders
  • Design and maintain annotation and QC frameworks including failure categories and review processes
  • Establish a real world performance measurement balancing accuracy and resources
  • Monitor and document performance of external suppliers and contractors
  • Create and evolve operational playbooks and SOPs to make sure processes are efficient and effective
  • Support product, operations, engineering and customer success with clear quality narratives, explain quality implications of decisions and trade offs

Who we look for

  • 5+ years of experience in a quality role on production-grade deployment
  • Strong analytical and statistical thinking
  • Proven experience designing and improving end-to-end workflows and SOPs
  • Hands-on, detail-oriented working style and willingness to dive into concrete data, images, and human annotations
  • Excellent written and verbal communication skills, including explaining quality concepts to non-experts
  • Proven track record of influencing without formal authority in cross-functional, multi-stakeholder environments
  • High comfort with ambiguity, evolving products, and balancing rigor with speed and practical constraints

Nice to have:

  • Experience working with annotation vendors, BPOs, or freelance workforces
  • Familiarity with computer vision or ML data pipelines

The good stuff
Here are just some of the reasons why people choose to build their career at Scandit:

  • We are certified as a “Great Place to Work” in 10 countries!
  • Smart, people-first culture
  • Flexible, office, hybrid or home working
  • Innovation hackathons 
  • Global team outings 
  • Festive/end of year all company celebrations 
  • Your birthday off 
  • Learning and development opportunities
  • Top notch tech pack to enable you to do your most productive work
  • Brand new optimized-for-hybrid working HQ in Zurich as well as local offices in hotspots London, Tampere, Warsaw, Boston and Tokyo
  • Specific benefits related to the location you are joining

You could be the difference
We strive to create an inclusive environment that empowers our employees. We believe that our products and services benefit from our diverse backgrounds and experiences and are proud to be a safe space for all.

All applications will receive consideration for employment without regard to race, colour, nationality, religion, sexual orientation, gender, gender identity, age, physical [dis]ability or length of time spent unemployed. 

Imagine the What. Build the How.