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 .

Open Application

Monocl · Göteborg, Sweden or Remote, Sweden

At Definitive Healthcare, our passion is to transform data, analytics and expertise into healthcare commercial intelligence. We help clients uncover the right markets, opportunities and people, so they can shape tomorrow’s healthcare industry. Our SaaS platform creates new paths to commercial success in the healthcare market, so companies can identify where to go next. We are on an incredibly exciting trajectory with over 700 employees across three continents.  

One of our product suites, the Monocl product suite, was launched in 2016, developed in Sweden, with Gothenburg as the European Definitive Healthcare HQ. The Monocl team works from locations around the world, with approximately 50 employees based in Sweden.

Welcome to our Open Application section!


Are you interested in joining our Swedish team, but not seeing a current open role you are the perfect fit for? We're always on the lookout for new talent to join us!

In Sweden we have several departments:

  • Customer Experience
  • Sales
  • Sales Development Representative
  • Finance
  • Human Resources (including Talent Acquisition)
  • Engineering
    • Frontend
    • Backend
    • Data Science and Data Engineering
    • DevOps 
  • Product Management
    • Product Design/UX

Submit an open application and be kept in the loop about future job openings that could be a match for your skillset. 

Why we love being a part of the Monocl product suite team, and why you will too! 

  • Industry-leading products 
  • High focus on work-life balance 
  • Brand new office in the center of Gothenburg
  • Flexible and dynamic culture created with multicultural teams 
  • Work alongside some of the most talented and dedicated teammates
  • Definitive Cares Europe, our initiative, which aims to give us a chance to give back to our local communities
  • Competitive benefits package including 32 vacation days, 4000 SEK/year personal wellness grant (friskvårdsbidrag) etc. 

How do I apply? 

This position will remain open as long as this ad remains on our website. When submitting your application, make sure to highlight and demonstrate past relevant achievements that you are proud of and make sure to include relevant experience. We continuously look through applications and the applicants that best match our requirements will be contacted 

Definitive Hiring Philosophy 

Definitive Healthcare is an equal opportunity employer that celebrates diversity and is committed to creating an inclusive workplace with