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 .

Software Engineer (Python)

Anysignal · Los Angeles, CA

Company

AnySignal is a startup whose mission is to usher in the next generation of RF products and services. For the most demanding space and defense missions, AnySignal provides a flexible platform with world-class performance that is easy to deploy, monitor, purchase, and upgrade. Our team has a diverse range of backgrounds spanning cloud computing, artificial intelligence, communications and sensing, embedded systems, and more.

The Role

As a Python Software Engineer, you will own AnySignal’s data aggregation, test, and automation framework that enables testing of hardware, software, and DSP systems. You will work closely with a multidisciplinary team to empower rapid, repeatable testing of space and ground segment components, and will develop a software framework that empower rapid iteration and triage of system functionality.

Responsibilities

  • Develop and maintain a Python software framework for engineers to write automated tests

  • Design and maintain systems for data aggregation and analysis

  • Build UIs that interface with hardware and software systems

Required Skills

  • Expertise developing Python libraries

  • Strong understanding of networking concepts

  • Ability to develop extensible and maintainable software systems that can smoothly support all new engineering projects across the company

Desired Skills

  • Expertise architecting scalable SQL and/or NoSQL databases

  • Experience developing test automation including equipment drivers, debug tools, and socket interfaces

  • Experience with Docker

  • Familiarity with RF and DSP concepts

  • Working knowledge of GNU Radio

Export Control Requirements

To comply with U.S. Government space technology export regulations, including ITAR, applicants must be a U.S. citizen, lawful permanent resident, protected individual under 8 U.S.C. 1324b(a)(3), or eligible to obtain the necessary authorizations from the U.S. Department of State.

Equal Opportunity & Accommodations

AnySignal is committed to building an inclusive and accessible workplace where all employees feel respected, supported, and able to contribute fully. We welcome applicants from all backgrounds, including women, veterans, individuals with disabilities, and members of underrepresented communities.

If you require accommodation at any stage of the hiring process, please contact us in confidence at [email protected]. We are committed to ensuring equal access for all applicants.