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 .

Physician (Gastroenterologist)

Veterans Health Administration · Lexington, Kentucky

To qualify for this position, you must meet the basic requirements as well as any additional requirements (if applicable) listed in the job announcement. Applicants pending the completion of training or license requirements may be referred and tentatively selected but may not be hired until all requirements are met. Currently employed physician(s) in VA who met the requirements for appointment under the previous qualification standard at the time of their initial appointment are deemed to have met the basic requirements of the occupation. Basic Requirements: United States Citizenship: Non-citizens may only be appointed when it is not possible to recruit qualified citizens in accordance with VA Policy. Degree of doctor of medicine or an equivalent degree resulting from a course of education in medicine or osteopathic medicine. The degree must have been obtained from one of the schools approved by the Department of Veterans Affairs for the year in which the course of study was completed. Current, full and unrestricted license to practice medicine or surgery in a State, Territory, or Commonwealth of the United States, or in the District of Columbia. Residency Training: Physicians must have completed residency training, approved by the Secretary of Veterans Affairs in an accredited core specialty training program leading to eligibility for board certification. (NOTE: VA physicians involved in academic training programs may be required to be board certified for faculty status.) Approved residencies are: (1) Those approved by the Accreditation Council for Graduate Medical Education (ACGME), b) OR [(2) Those approved by the American Osteopathic Association (AOA),OR (3) Other residencies (non-US residency training programs followed by a minimum of five years of verified practice in the United States), which the local Medical Staff Executive Committee deems to have provided the applicant with appropriate professional training and believes has exposed the physician to an appropriate range of patient care experiences. Residents currently enrolled in ACGME/AOA accredited residency training programs and who would otherwise meet the basic requirements for appointment are eligible to be appointed as "Physician Resident Providers" (PRPs). PRPs must be fully licensed physicians (i.e., not a training license) and may only be appointed on an intermittent or fee-basis. PRPs are not considered independent practitioners and will not be privileged; rather, they are to have a "scope of practice" that allows them to perform certain restricted duties under supervision. Additionally, surgery residents in gap years may also be appointed as PRPs. Proficiency in spoken and written English. Reference: For more information on this qualification standard, please visit https://www.va.gov/ohrm/QualificationStandards/. Physical Requirements: Moderate Lifting (15-25 lbs); Moderate Carrying (15-25lbs); Straight Pulling (up to 2-3 hours); Pushing (up to 2-3 hours); Reaching above shoulder; Walking (up to 1-2 hours); Kneeling(up to 1-2 hours); Repeated bending (up to 1-2 hours); Ability for rapid mental and muscular coordination simultaneously; Near vision correctable; Far vision correctable; Depth perception; Ability to distinguish basic colors; Hearing (aid permitted).
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