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 .

Clinical Operations Specialist

Smarterdx · Remote (United States)

SmarterDx, a Smarter Technologies company, builds clinical AI that is transforming how hospitals translate care into payment. Founded by physicians in 2020, our platform connects clinical context with revenue intelligence, helping health systems recover millions in missed revenue, improve quality scores, and appeal every denial. Become a Smartian and help optimize the way the healthcare system works for everyone. Learn more at smarterdx.com/careers.

Role

As a Clinical Operations Specialist at SmarterDx, you will be responsible for conducting comprehensive chart reviews and clinical validation of AI diagnostic models to support clinical documentation improvement. This role is instrumental in ensuring our AI models are clinically accurate and of high-quality.

**This role is fully remote within the US**

Responsibilities

  • Review and analyze medical records to ensure clinical accuracy in a timely fashion
  • Identify opportunities for improvement in clinical documentation and diagnostic models
  • Understand and apply coding guidelines and regulations to assign appropriate codes to diagnoses and procedures
  • Participate in ongoing training and professional development to stay current on documentation and coding guidelines
  • Contribute to process improvement efforts to enhance documentation practices and support efficient and effective healthcare delivery

Your qualifications

  • Minimum of 2 years of experience in healthcare, preferably in a clinical setting, and a clinical documentation/coding role
  • Working knowledge of medical terminology, anatomy and physiology, and healthcare documentation requirements
  • Bachelor's degree in health information management, nursing, or a related medical field
  • Professional certification, such as Certified Clinical Documentation Specialist (CCDS) or Certified Professional Coder (CPC), is preferred but not required.

Your skills

  • Strong attention to detail and ability to analyze and interpret complex medical information
  • Excellent written and verbal communication skills
  • Proficiency in computer applications, including electronic medical records systems
  • Ability to work independently and as part of a team
  • Ability to multitask and prioritize tasks effectively
  • Strong analytical skills, attention to detail and effective time management practices

Compensation

  • $110k - $130k salary + benefits, 100% US-based remote

#LI-DNI

Benefits

  • Medical, Dental & Vision – Comprehensive plans with leading insurance providers, covering 75% of your premiums, depending on the plan.
  • Paid Parental Leave – Generous paid leave to support families through birth or adoption: Up to 12 weeks for parents.
  • Remote-First Team – Work from anywhere in the U.S.
  • Unlimited PTO & 10 Holidays – So you can relax and recharge.
  • 401(k) with Traditional & Roth Options – Tax-advantaged retirement savings through Fidelity with a 4% match.
  • Minimal Bureaucracy – A fast-moving, high-impact environment where you can focus on what matters.
  • Incredible Teammates! – Work alongside smart, supportive, and mission-driven colleagues.