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 .

Staff Developer Advocate

Pinecone · San Francisco

About Pinecone

Pinecone is the leading vector database for building accurate and performant AI applications at scale in production. Pinecone's mission is to make AI knowledgeable. More than 9000 customers across various industries have shipped AI applications faster and more confidently with Pinecone's developer-friendly technology. Pinecone is based in New York and raised $138M in funding from Andreessen Horowitz, ICONIQ, Menlo Ventures, and Wing Venture Capital.

About the Team and Role:

We’re hiring a Staff Developer Advocate to own the Pinecone community—online and in-person—with a particular focus on building a strong SF/Bay Area presence. This role is for a senior, hands-on technical communicator who can build developer relationships at scale, run high-signal programs, and translate community needs into product feedback and compelling learning experiences.

To succeed in this role, you must be able to build and teach with Pinecone’s AI products—showing developers how to create reliable, scalable AI applications where knowledge and retrieval are central. You’ll translate best practices into practical learning experiences through tutorials, short-form videos, docs contributions, hackathon mentorship, and social posts. Because the team and customer base are scaling quickly, you should be comfortable operating with high autonomy and strong judgment in a fast-paced environment.

If you’re excited about:

  • Learning new technologies and helping others succeed with that technology.

  • Playing a central role in an exciting and rapidly expanding community.

  • Shaping the course of a fast-growing company and product category.

  • Working with colleagues who value clarity, creativity, passion, initiative, and thoughtfulness.

Then we want to talk to you!

Responsibilities:

Community Programs (Global)

  • Lead and grow Pinecone’s Discord: drive engagement, improve onboarding, set norms, and keep the space high-signal.

  • Run recurring office hours that consistently help developers unblock, learn best practices, and ship.

  • Support and scale community programs that create real builder outcomes (templates, challenge weeks, help channels, expert AMAs).

Events (SF/Bay Area)

  • Own Pinecone’s SF-area community presence: local meetups, hackathons, and larger Bay Area events.

  • Develop event programming (themes, speaker selection, talks/workshops), run promotion and attendance growth, and ensure each event produces reusable assets and follow-on engagement.

Technical content + assets

  • Create and maintain hands-on technical assets (sample apps, demos, code walkthroughs) aligned to Pinecone’s core developer use cases:

    • RAG systems and retrieval quality

    • Knowledge management patterns using Assistant and other incubating products

    • Platform/infra patterns for scale and reliability

  • Publish content across Pinecone channels and external platforms, grounded in what the community is actually trying to build.

Requirements:

  • 8+ years of experience in a technical role such as software engineering, solution engineering, or machine learning.

  • Proficient in 2+ programming languages.

  • Owned and grown a technical developer community.

  • Ran in person developer events end to end.

  • Shipped demos and sample code and taught them clearly.

  • Strong writing and live speaking and Q&A.

  • Fluent in LLM apps and RAG and strong API instincts.

  • SF based preferred with up to 20% travel.

Perks & Benefits:

  • Comprehensive health coverage including medical, dental, vision, and mental health resources

  • 401(k) Plan

  • Equity award

  • Flexible time off

  • Paid parental leave

  • Annual Company Retreat

  • WFH Equipment Stipend

All qualified applicants will receive considerations for employment without regard to race, color, religion, sex, age, disability, marital status, familial status, sexual orientation, pregnancy, gender identity, gender expression, national origin, ancestry, citizenship status, veteran status, and any other legally protected status under federal, state, or local anti-discrimination laws.