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 .

Software Engineer (DevOps)

Workhelix · San Francisco, CA.

Who We Are

Workhelix is a tech-enabled services company with a single goal: helping organizations get the most out of their AI investments. 

Our people and software combine to give leaders answers to the three critical questions about the business value of AI: 

  • Where are our top opportunities to create value with AI?
  • Are our current efforts actually delivering? What’s their ROI?
  • How can we accelerate and increase the benefits of our AI?

To find answers for each customer, Workhelix applies our unmatched expertise in economics, AI, and data science. We have pioneered a task-scoring method to identify top GenAI opportunities, ensuring clear, data-driven deployment strategies. Our ROI monitoring suite applies Nobel Prize-winning economics to provide accurate, ongoing insights into the impact of GenAI implementations. Renowned AI and Economics thinkers including Andrew Ng, and cofounders Andy McAfee and Erik Brynjolfsson stand proudly behind our mission.

We maintain a culture established on five key principles. For more information on our leadership principles, please visit the careers page of our website.

About the Role

We’re looking for a Software Engineer (DevOps) to help design, build, and maintain the systems that keep our platform fast, reliable, and secure. This is a hands-on engineering role for someone who loves infrastructure, automation, and high-leverage backend work. You’ll work across backend services, CI/CD, and cloud architecture — enabling the entire engineering team to ship confidently and often. You’ll collaborate closely with backend and frontend engineers, owning our deployment pipelines, AWS environments, and infrastructure-as-code. The ideal candidate thrives in startup environments — solving problems pragmatically, balancing speed and reliability, and continuously improving tooling and processes.

Key Responsibilities

Infrastructure & DevOps

  • Own and evolve our CI/CD pipelines to ensure smooth, fast, and reliable deployments.
  • Manage and optimize our AWS environment (ECS, EC2, Lambda, S3, CloudFormation, CloudWatch, etc.), and abstract to multi-cloud environments such as GCP and Azure.
  • Build reproducible, scalable infrastructure using Terraform and other IaC tools.
  • Containerize and orchestrate applications using Docker and Kubernetes.
  • Improve monitoring, logging, and observability for all production systems.
  • Partner with backend engineers to automate testing, staging, and release workflows.

Backend & Service Development

  • Contribute to backend services written in Python (FastAPI) with SQLAlchemy and PostgreSQL.
  • Write and maintain test suites and deployment scripts that keep systems stable and predictable.
  • Help design and build APIs and integrations that connect infrastructure to product functionality.
  • Support the team in diagnosing and resolving performance or reliability issues across environments.

Collaboration & Process

  • Work cross-functionally with product, backend, and frontend teams to deliver secure, reliable releases.
  • Operate effectively in a fast-paced, async environment — communicate clearly and prioritize well.
  • Contribute to technical documentation and help define standards for DevOps and deployment practices.

 

Qualifications

Required

  • 5+ years of professional software engineering experience, with significant DevOps ownership.
  • Deep experience with AWS primitives and cloud architecture.
  • Strong expertise with CI/CD systems (GitHub Actions, CircleCI, or similar).
  • Skilled with Docker, Kubernetes, and containerized application deployment.
  • Experience with Terraform or other infrastructure-as-code frameworks.
  • Strong background in Python, FastAPI, and SQL-based data layers.
  • Proven ability to automate and streamline development and release workflows.
  • Experience with VPNs (Tailscale, or similar).

Preferred

  • Experience with Kubernetes, GCP, or Azure.
  • Familiarity with monitoring tools (Grafana, Prometheus, Datadog, or similar).

 

Why Join

You’ll own high-leverage infrastructure and have direct impact on how quickly and confidently the entire team ships. If you enjoy working in a collaborative, high-velocity environment and want to shape the backbone of a fast-growing AI startup — this is the place.

What You’ll Get

  • Competitive compensation package and benefits.
  • Chance to learn and collaborate with some of the most famous researchers in the AI and digital economy space: Andrew Ng, Erik Brynjolfsson, Andy McAfee, and Daniel Rock.
  • The unique opportunity to help build a company, culture, and products from the ground up with a team that values healthy working practices.
  • A high-trust, high-autonomy work environment.

At Workhelix, we stand committed to ensuring an environment of mutual respect where equal employment opportunities are available without any discrimination. We believe diversity is critical to our success. Selection for employment will solely be based on qualifications, merit, and business needs. We encourage all qualified individuals to apply!