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 .

Director of Operations/Strategy

Sentient · Remote - APAC ( Singapore )

A strategic and operational leader driving ecosystem growth, partnerships, and community engagement across APAC. This role combines strategic planning with hands-on execution—building relationships with key partners and exchanges, running cross-functional initiatives, and fostering a vibrant open-source AI community in markets including Singapore, Hong Kong, Korea, Japan, and Southeast Asia.

Responsibilities

Strategy & Planning

  • Develop and execute strategies spanning marketing, BD, and community growth with APAC as priority

  • Lead planning cycles ensuring alignment between ecosystem initiatives and Foundation mission

  • Identify market opportunities and position Sentient Foundation as a leader in open-source AI

Operations & Execution

  • Drive cross-functional coordination, resolving dependencies and keeping initiatives on track

  • Build processes and systems that improve team velocity and operational excellence

  • Support leadership in real-time decision-making to move projects forward efficiently

Business Development & Partnerships

  • Build relationships with exchanges, AI labs, protocols, and enterprises across APAC

  • Leverage exchange relationships to drive strategic initiatives and ecosystem visibility

  • Represent the Foundation at industry events and conferences throughout the region

Marketing & Community

  • Shape Foundation messaging and brand positioning with regional nuance

  • Design programs that engage developers, researchers, and builders across APAC

  • Build relationships with community members, contributors, and KOLs in key markets

Requirements

  • 5+ years in strategy, operations, BD, or ecosystem growth in web3 or AI

  • Background at a top exchange (Coinbase, Binance, OKX) is a strong plus

  • Experience at a foundation or protocol-level organization preferred

  • Strong track record building partnerships and driving execution in APAC markets

  • Exceptional communication skills; ability to operate autonomously in fast-paced environments

  • Deep understanding of open-source software, AI, and web3 ecosystems

  • Existing network within APAC AI and crypto communities strongly preferred

  • Fluency in Mandarin is a plus