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 .

Analyst I - REMOTE

Hsag · Remote

Are you passionate about improving the quality of healthcare?
Are you ready to leverage your talents to make healthcare better for everyone?
Do you want the opportunity to give back to your community?
Do you want to have fun at work?
 
Then join the growing team at Health Services Advisory Group (HSAG) that is transforming the delivery of healthcare in the United States!

Job Details
HSAG is nationally recognized as an industry leader in the areas of healthcare data analysis, measure development, and survey research. We are in search of talented individuals who are interested in a career in analytics as an Analyst I in HSAG’s Data Science & Advanced Analytics division. Together we can spread positive change to make healthcare better.

Unique Benefits
The Analyst I position benefits from HSAG’s desire to grow its staff into leaders of healthcare quality improvement in the nation. During the first year, new HSAG analysts are provided training on a wide array of analytic, data science, and healthcare-related topics pertinent to the position.

HSAG offers:
- A comfortable work-life balance, including half-day Fridays and flexible work schedules.
- Three weeks of paid time off and 15 company-paid holidays where staff leave two hours early prior to each holiday just to get a “jump start” on holiday festivities.
- A competitive benefit package which includes, medical, dental, vision, tuition reimbursement and 401(k).

Description
The Analyst I position is a key contributor to cutting-edge analytic work that spans the broad spectrum of healthcare data projects at HSAG. Driven by intellectual curiosity and a passion for healthcare quality, the Analyst I position supports innovative analytic plans that are intended to provide healthcare decision and policy makers with the necessary information to transform healthcare. HSAG analysts within the Data Science & Advanced Analytics division assist in designing a wide array of analytic studies and participate in all phases of the research design process. Analysts may work with a wide array of data to facilitate data exploration, including (but not limited to) the following data types:
- survey
- case review
- medical and prescription drug claims and encounters
- eligibility
- demographic
- clinical
- electronic health record
- registry
- vital statistics
- operational

Details regarding potential project assignments and key sources of data will be discussed with candidates during the interview process.
Job Details
HSAG is nationally recognized as an industry leader in the areas of healthcare data analysis, measure development, and survey research. We are in search of talented individuals who are interested in a career in analytics as an Analyst I in HSAG’s Data Science & Advanced Analytics division. Together we can spread positive change to make healthcare better.

Unique Benefits
The Analyst I position benefits from HSAG’s desire to grow its staff into leaders of healthcare quality improvement in the nation. During the first year, new HSAG analysts are provided training on a wide array of analytic, data science, and healthcare-related topics pertinent to the position.

HSAG offers:
- A comfortable work-life balance, including half-day Fridays and flexible work schedules.
- Three weeks of paid time off and 15 company-paid holidays where staff leave two hours early prior to each holiday just to get a “jump start” on holiday festivities.
- A competitive benefit package which includes, medical, dental, vision, tuition reimbursement and 401(k).

Description
The Analyst I position is a key contributor to cutting-edge analytic work that spans the broad spectrum of healthcare data projects at HSAG. Driven by intellectual curiosity and a passion for healthcare quality, the Analyst I position supports innovative analytic plans that are intended to provide healthcare decision and policy makers with the necessary information to transform healthcare. HSAG analysts within the Data Science & Advanced Analytics division assist in designing a wide array of analytic studies and participate in all phases of the research design process. Analysts may work with a wide array of data to facilitate data exploration, including (but not limited to) the following data types:
- survey
- case review
- medical and prescription drug claims and encounters
- eligibility
- demographic
- clinical
- electronic health record
- registry
- vital statistics
- operational

Details regarding potential project assignments and key sources of data will be discussed with candidates during the interview process.
Work Environment
The work environment characteristics described here are representative of those an employee encounters while performing the essential functions of this position.  Reasonable accommodations may be made to enable individuals with disabilities to perform the essential functions.
 
Disclaimer
This is not necessarily an exhaustive list of all responsibilities, skills, duties, requirements, efforts or working conditions associated with the position. While this is intended to be an accurate reflection of the current position, management reserves the right to revise the position or to require that other or different tasks be performed when circumstances change (e.g., emergencies, changes in personnel, work load, rush jobs requiring non-regular work hours, or technological developments).

HSAG is an EEO Employer of Veterans protected under Section 4212.
If you have special needs and require assistance completing our employment application process, please feel free to contact us.

EOE M/F/Veteran/Disability