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 .

Operations Associate Payment Integrity

Clover Health · USA

support financial management operations medical health healthcare backend non tech

Clover is reinventing health insurance by working to keep people healthier.

At Clover Health, we are committed to providing high-quality, affordable, and easy-to-understand healthcare plans for America's seniors. We prioritize preventive care while leveraging data and technology through the Clover Assistant, a powerful tool that helps physicians make informed health recommendations. By giving doctors a holistic view of each member's complete health history, we ensure better care at a lower cost—delivering the highest value to those who need it most.

The Payment Integrity team is a motivated, collaborative team sitting at the intersection of Clover's provider relationship operations, data infrastructure, and software. The Payment Integrity team ensures that Clover pays claims in a fair, transparent, compliant, and medically justified manner. Come join us as we discover new opportunities to improve the financial health of Clover while strengthening provider relationships and building a better healthcare system.

As an Operations Associate for Payment Integrity at Clover Health, you will play a key role in facilitating the underlying processes that support various cost containment work streams. You will help drive value for every member by ensuring that Clover's medical claims are paid accurately and be responsible for facilitating recoveries on a growing membership base while supporting coordination between internal and external stakeholders.

As an Operations Associate, Payment Integrity, you will:

  • Execute Claim Reprocessing Cycles: Facilitate the aggregation of high-volume claim batches for reprocessing. Utilize advanced data management and spreadsheeting techniques to merge, review, and validate cycles of claim adjustments, ensuring precision prior to final submission.
  • Perform Reprocessing Reconciliations: Facilitate backend controls to audit the accuracy of batch-reprocessed claims. Conduct comprehensive reconciliations to ensure that all expected adjustments are

    Please mention the word **DEXTEROUSLY** and tag RMjQuMTMwLjY5LjI0Mg== when applying to show you read the job post completely (#RMjQuMTMwLjY5LjI0Mg==). This is a beta feature to avoid spam applicants. Companies can search these words to find applicants that read this and see they're human.
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