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 .

Revenue Recovery Specialist

Mdclarity · United States (Remote)

Have you noticed that when you go to the doctor, often no one there can tell you what it will cost? If you think that’s as problematic as we do, join us in our mission to fix it.

Position Overview

The Revenue Recovery Specialist will play a critical role in ensuring accurate reimbursement and recovering lost revenue for outpatient service providers. This position involves interfacing with insurance carriers, analyzing claims data, and drafting appeals to recover underpaid and denied claims. The ideal candidate must have a strong understanding of outpatient reimbursement methodologies, intermediate Excel skills, and the ability to navigate payer processes independently.

Key Responsibilities

Claims Research and Analysis

  • Review claims data in pricing software to identify discrepancies between contracted rates and actual payments.
  • Research claims variances in outpatient patient accounting systems (e.g., athenahealth, Nextgen)
  • Deep-dive into payer contracts and manuals to understand “why” a claim has been underpaid or denied.
  • Review claim details, including coding, billing, and insurance information to verify payer payment discrepancies.

Appeals and Follow-Up 

  • Communicate with payer representatives via phone, provider portals, written correspondence, etc. to identify claim status, needed documentation, reasoning for underpayment.
  • Draft appeals to insurance companies to recover underpaid claims.
  • Adhere to payer-specific strategies (e.g., escalation, appeal, obtaining audit reports, requesting claim correction, etc.) to resolve accounts expeditiously.

Trend Identification and Reporting

  • Identify trends in workflow and recommend solutions for efficiency improvements.
  • Prepare monthly recovery reporting for the Client.
  • Communicate trends during team meetings.

Skills and Knowledge

  • Strong understanding of outpatient reimbursement methodologies (e.g., how Medicare reimbursement works, how to calculate reimbursement using a fee schedule, how payment adjustments work).
  • Intermediate Excel skills, including pivot tables and large dataset analysis.
  • Excellent written and verbal communication skills for professional interactions with payer representatives.
  • Demonstrated ability to work autonomously and communicate findings to teammates.
  • Persistent problem-solving skills to overcome payer challenges.

Education and Experience

  • Required: Minimum 3–5 years of experience in one or more of the following areas:
    • Revenue cycle accounts receivable follow-up
    • Managed care contracting analysis
    • Insurance company claims or payer relations
    • Revenue cycle outsourcing recovery
  • Associate degree preferred; equivalent work experience accepted.

More About MD Clarity

MD Clarity is a social-impact-driven software company animated by two guiding principles: 1) that patients have a right to know what the financial impact will be on them when getting care; and 2) that doctors, nurses, and physician assistants deserve to be paid fairly by health insurers.

Our workflow automation software makes the healthcare experience easier and more transparent for patients and providers, and our products are already used by healthcare organizations that together serve hundreds of thousands of patient visits annually. We’re profitable and recently raised a new round of growth capital to accelerate adoption and scale our impact on the healthcare system.

Our fast-growing team combines decades of healthcare technology experience with engineering and business talent from Microsoft, Stanford, Spotify, EY-Parthenon, Harvard, Deloitte, Vanderbilt, Georgetown, UPenn-Wharton, and West Point, among others. We’re distributed among our offices in Seattle and New York City and many fully remote roles. In addition to our shared passion for improving patients’ healthcare experience, we’re united in valuing an inclusive workplace that empowers all with the autonomy, connection to the mission, and flexibility needed to innovate.

Must be eligible to work in the U.S. without Sponsorship