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 .

Platform Engineer

Jwp · United States

About JWX (former JWP Connatix):

JWX’s mission is to provide technology that empowers media businesses to connect their content with consumers across every platform. We help publishers transform content into multi-format experiences, reach audiences wherever attention moves, and strengthen monetization in a fragmented landscape. As part of the broader ecosystem, JWX also supports streaming companies and advertisers with solutions built for how modern media is distributed and consumed.

  • Our video players are embedded directly on publisher sites, including Accuweather, Axel Springer, Dotdash Meredith, McClatchy, Penske Media Co., and more.
  • We work with leading brands and agencies including American Express, Citi, Dentsu, Mars, UM, and more helping them target ads against our publishers’ video content.
  • We power streaming for over 2,000 blue-chip media companies, including 80% of the top 25 Comscore US publishers. As the largest independent global video network across CTV and OLV, we reach over 1B unique users and deliver 30B+ combined video plays and ad impressions every month.

The Platform Engineering Team:

Platform Engineering at JWX builds the internal platforms, golden pathways, and self-service capabilities that let product engineering teams build and ship code safely and quickly. We’re a globally distributed group of engineers working across multiple countries, partnering closely with teams across the company to improve reliability, scalability, and developer productivity.

The Opportunity:

We’re looking for a strong software engineer to join Platform Engineering and help us build and maintain a code-first Internal Developer Platform. Our platform supports infrastructure used by hundreds of millions of people worldwide and delivers petabytes of content daily—so the systems you build will have real, visible impact at global scale. This is a role for someone who wants to build products for engineers: APIs, tools, automation, libraries, and workflows that make the “right way” the easiest way.

As a Platform Engineer, you will:

  • Build developer platforms as products: design, implement, and maintain internal services, tools, and workflows that enable engineering teams to deliver software safely and consistently.
  • Take a code-first approach to infrastructure: develop and evolve infrastructure automation and deployment systems (think: CI/CD building blocks, deployment orchestration, environment provisioning, platform APIs/CLIs).
  • Build and operate cloud and Kubernetes platform capabilities with an emphasis on automation, repeatability, and guardrails
  • Measure and improve reliability through instrumentation, observability, and platform-level standards.
  • Partner with engineering teams to understand friction points, then turn those needs into reusable platform capabilities.
  • Participate in planning, code reviews, architectural discussions, and mentorship in a collaborative, high-autonomy team.
  • Join an occasional after-hours support rotation (approximately once every 7 weeks).

What we’re looking for: 

  • Proven software engineering experience and proficiency in one or more of: Python, Go, Java, Rust, and/or .NET(including debugging and optimizing production code).
  • Experience implementing and supporting large, internet-facing distributed systems, ideally in Kubernetes environments
  • Experience operating and debugging cloud-based stacks (AWS preferred; other major clouds also relevant).
  • Strong fundamentals in infrastructure-as-code and automated configuration/automation (e.g., Terraform/CloudFormation and related tooling).
  • A track record of building maintainable, stable, scalable systems and treating internal tooling like real software products.
  • Excellent communication skills and a collaborative mindset—able to drive technical discussions across teams.

Bonus points: 

  • Experience building “platform primitives” (self-service workflows, templates, golden paths, internal portals/CLIs, policy/guardrails).
  • Familiarity with networking concepts (routing, firewalls, VPNs).
  • Experience with SQL/NoSQL/big data systems.
  • Open-source contributions or maintaining your own projects.
  • B.S. in a computer-related field.

 

Check out our website and social channels:

 JWX  LinkedIn  Instagram  X

We are an equal opportunity employer and value diversity at our company. We do not discriminate on the basis of race, religion, color, national origin, gender, sexual orientation, age, marital status, and/or disability status.