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 .

Sr Quality Engineer

Baxter · Ahmedabad

This is where your work makes a difference.
At Baxter, we believe every person regardless of who they are or where they are from deserves a chance to live a healthy life. It was our founding belief in 1931 and continues to be our guiding principle. We are redefining healthcare delivery to make a greater impact today, tomorrow, and beyond.
Our Baxter colleagues are united by our Mission to Save and Sustain Lives. Together, our community is driven by a culture of courage, trust, and collaboration. Every individual is empowered to take ownership and make a meaningful impact. We strive for efficient and effective operations, and we hold each other accountable for delivering exceptional results.
Here, you will find more than just a job you will find purpose and pride.
  • To review executed protocols of equipment, utility, process validation, cleaning validation, Utility and facility /HVAC qualification.
  • To coordinate with cross functional departments for execution of all validation activities & escalate to HOD regarding any non-conformity from planning.
  • To review calendars for various periodic qualifications & get it reviewed and approved by HOD.
  • To track QMS documents like Change Control Management, Corrective and Preventive Action, OOS and Non-conformance for the validation activity and review and approve the investigation report.
  • To ensure timely closure of the DCRs, CCM tasks, investigation report due to any NCR/OOS.
  • To ensure timely completion of the self and subordinated assigned trainings.
  • To participate in the Change Control Pre- Assessment meetings and perform the impact assessment of the assigned change controls in Trackwise.
  • To review and approve the scheduled validation activity as per monthly calendar and send it to the cross functional & Planning department in advance for execution planning before the scheduled date.
  • To ensure implementation of validation, qualification activities & inform HOD for any non-conformity deviated from written procedure.
  • To ensure timely/contemporaneous (wherever applicable) data recording and compilation of reports during execution.
  • To co-ordinate with projects and other cross functional departments. for prior information on new equipment installation and review respective protocol in TcU followed by qualification of new equipment and get it approved by HOD.
  • To review summary report for submission to International Regulatory Affairs (IRA) as a part of queries or ANDA submission.
  • To guide and coach team for protocol creation, planning & execution & preparation of validation report.
  • To ensure compliance with validation/qualification requirements as per regulatory requirements and to update the documents to meet the expectations.
  • To ensure SOPs/ Protocols are in-line with regulatory and Baxter Global Requirements (GQRs) and Procedure (GQPs).
  • To update, review and approve Validation Master Plan in compliance to regulatory requirement and site validation policy.
  • To escalate the activity or issues which might occur during second and night shift validation activities to HOD.
  • To escalate any potential challenges for execution of any validation /qualification activities.
  • To participate during any internal or external inspection and prepare the audit response.
  • To prepare shift schedule as per the validation activity and ensure business needs are fulfilled on time.
  • To be vigilant of safety aspects and record hazard or any near miss in the provided portal. To assist the department, lead for the preparation of the budget and ensure the expenses as per allocated budget.
  • To intimate Production & Production Planning and Availability (PPA) department in advance for process validation & qualification activities.
  • To review and approve documents related to Validation activities and other documents related to Operation.