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 .

Senior Developer Advocate

Infracost · United States

About Infracost

The spend on public cloud is fast approaching $1 trillion per year - we estimate this boundary will be crossed before the turn of the decade. Infrastructure-as-Code (e.g. Terraform, CloudFormation, CDK) and platform engineering have fundamentally changed who makes spending decisions. In the past, only a central team provisioned cloud resources. Now every engineer can provision resources as needed; every engineer has become a buyer.

Infracost helps engineers see the cost of their code changes before any money has been spent - we sit in the engineering workflow, show the cost impact, and suggest optimizations. That’s what we mean by “Shift FinOps Left”, and we’ve seen strong pull from engineers who use Infracost in their terminals, CI/CD pipelines and IDEs. The Infracost CLI repo has 12K stars on GitHub! There’s a massive opportunity to help organizations proactively manage their cloud spend; rather than reacting to surprise cost spikes after the fact. We know reactive is too late; we saw that firsthand with our first startup a decade ago, and we’re building Infracost to change that.

About the role

We’re hiring our first Developer Advocate to help more engineers discover and fall in love with Infracost. Your mission is to increase signups by showing DevOps, SRE, Platform, and Infrastructure engineers the value of Infracost in the channels and workflows they already use. You’ll work closely with our Developer Adoption product engineering team, which is focused on DX: CLI, VS Code & JetBrains extensions, MCP server, Copilot integrations…

Timezone

We are fully remote and the ideal timezone for this role is US Eastern time to have overlap with the West Coast and Europe.

Responsibilities

  • Drive adoption: This is a founding role; you’ll shape how we engage with developers, what channels we double down on, and how we turn interest into adoption. You’ll collaborate with marketing, product and engineering, but you’ll own the developer voice outside the company.

  • Create content: Create compelling content (blog posts, videos, tutorials, demos, sample code, example repos) that show developers how to use Infracost and integrate it into their workflow.

  • Build community: Build awareness through GitHub, Slack, YouTube, Reddit, Hacker News, and relevant dev communities or podcasts. Test messaging, content formats, and distribution strategies with one goal in mind: increasing developer signups.

  • Feedback loop: Collect insights from the community, report back to product and engineering, and help shape the roadmap.

Prior experience

  • Developer-first mindset: Background in DevOps and Infrastructure as Code with a passion for educating and enabling developers.

  • Content creation: Demonstrated ability to create engaging technical content; blogs, videos and social media posts.

  • Community building: Experience engaging with developer communities online and offline. Ability to simplify technical concepts into clear, developer-friendly messages.

  • Significant advantage: Experience building developer tools, working in a fast-growing startup, or domain expertise with cloud costs. Experience connecting products to engineers working within large enterprises.

What we value

  1. Ustomer, not customer: It is all about seeing us and the customer as one. We like to be a part of the user’s team, and help them however we can. If the user is not successful, then we will not be either so we try to walk in their shoes. It's more than work - we build relationships and community with users and customers.

  2. Open is our core: Put yourself out there. Show your learning. Transparency builds confidence. Encourage sharing the good and the bad. The best decisions are made when everyone has access to all the data. Be straightforward and kind, feedback is about your work not your person.

  3. Let's JEDI: Let’s Just Effing Do It! Own it and move fast. A good plan fiercely executed now is better than a perfect plan later. We ask for help and unblock each other. The main thing is to keep the main thing the main thing.

Benefits

  • Fully remote team

  • Two meetups a year - last year we went to Croatia and Barcelona

  • Employee-friendly equity terms, including a 10 year exercise window

  • 401k matching (US)

  • Health, dental, and vision insurance (US)

  • 31 days paid leave per year (includes national holidays)

  • 12 weeks paid parental leave

About the interviews

  • 25 minute initial chat

  • 55 minute interview about your Dev Rel experience

  • 55 minute interview discussing interactions with product

  • 55 minute interview discussing interactions with engineering

You’ll get to meet all 3 co-founders, so bring your questions 😃