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 AI and Automation

Oriongroup · New York City

 

Director of AI and Automation

Location: NYC | Type: Full-Time | Reports to: CEO

About Orion

Orion Group is a holding company dedicated to building the highest-quality, highest-throughput investing business in the world — and we believe AI is a core part of how we get there.

This role’s mission is to optimize how we invest, hire, and scale. Orion backs exceptional service businesses and gives them the tools, talent, and capital to thrive. We’re operators at heart, focused on what works in the real world — and now we’re ready to put AI at the center of how we execute that mission.

We’re not chasing vanity metrics, academic papers, or one-off prototypes. We’re building applied systems that drive measurable ROI across investing, talent acquisition, and finance. If you're a hands-on builder who thrives at the intersection of AI and business, we want to talk to you.

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What You’ll Do

As the Director of AI and Automation, you’ll act as Orion’s internal founder for AI — identifying high-impact use cases, building and deploying solutions, and transforming how our teams work.

This is not a strategy or advisory role — it’s an execution-heavy leadership position where you’ll:

· Build AI tools that double the throughput of our deal and recruiting teams

· Design systems that improve conversion and retention rates across functions

· Develop a repeatable playbook for AI ideation and deployment

· Launch products that are adopted, trusted, and relied on by our team

· Prototype quickly, iterate based on feedback, and deliver measurable business impact

You'll collaborate closely with stakeholders across Orion — from recruiters to investors — and serve as a force multiplier for their work.

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What Success Looks Like (12–18 Months)

· 2x more deals closed per deal execution professional

· 50% increase in hires per recruiter

· 50% increase in qualified deals sourced

· 10%+ improvement in deal conversion metrics

· 50% reduction in two-year turnover of key hires

· AI ROI dashboard built and used across the business

· AI systems fully integrated into day-to-day workflows

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Who You Are

We’re looking for a high-agency, high-output builder who gets energy from solving hard problems and delivering results. You likely have:

· 3–7 years of experience

· Background in AI engineering, product, or as an early-stage founder

· Experience building production-ready AI or automation tools

· Fluency with modern AI tools (LLMs, APIs, low-code platforms)

· Strong product instincts and the ability to turn vague problems into elegant systems

· A bias toward lightweight MVPs and rapid iteration

· Business judgment to prioritize what’s valuable over what’s novel

You thrive in ambiguity, move fast, and know how to get things done without a roadmap or large team.

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Our Values

· Growth: Growth creates opportunity for our people

· Partnership: Growth creates opportunity for our people

· Empowerment: Our people move fast and act as owners.

· All-In: We find fulfillment in the hard work excellence demands.

· Win the Right Way: We never shortcut integrity.

· Pursuit of Quality: We take pride in doing things well and pursuing excellence.

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This Role Is Not For You If:

· You need a large team or mature infrastructure to get started

· You prefer theoretical exploration over practical results

· You aren’t comfortable getting your hands dirty with code or workflows

· You need a clearly defined scope to make progress

· You struggle to influence non-technical stakeholders

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We’re looking for builders who want to make a real-world impact — not just design strategy. If that sounds like you, let’s talk.