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 .

VP, Engineering

Ghost · Los Angeles, California

Company Overview

Ghost is an AI-native inventory distribution platform and operating system for modern retail trade. We partner with the world’s best brands to help them understand the true value of their inventory and route it to the right destinations globally. Ghost gives brands precise control over where and how their inventory is sold. Backed by top venture firms including L Catterton, Cathay Innovation, Union Square Ventures, Equal Ventures, and Eniac. Ghost has offices in Los Angeles and New York.

About the Role

We are looking for a VP, Engineering to lead our technical direction as we scale. This is a hands-on role for a leader who thrives in ambiguity, moves quickly with limited resources, and enjoys being close to both the code and the business. You’ll balance being highly responsive to business needs while maintaining and protecting the team’s focus. You will play a critical role in shaping Ghost’s platform, team, and engineering culture during a pivotal stage of growth.

Key Responsibilities:

  • Set technical strategy and evolve Ghost’s architecture to support rapid growth, reliability, and data-driven products
  • Remain hands-on with full-stack development as needed, especially on early-stage or high-impact initiatives
  • Partner closely with Product, Operations, Revenue, and Leadership to translate business needs into scalable technical solutions
  • Drive prioritization and delivery in a fast-paced startup environment, balancing speed with long-term sustainability
  • Own vendor relationships and engineering budget, making strategic decisions about tooling, infrastructure, and third-party services to maximize ROI
  • Lead continued adoption of AI-augmented development workflows (e.g., Claude Code, Cursor) and have experience deploying LLM-based features or subagent orchestration systems in production environments
  • Participate actively in code reviews and architecture decisions to maintain technical quality and provide informed technical guidance to the team
  • Make pragmatic build vs. buy decisions to move fast while maximizing impact with limited resources

Qualifications:

  • 10+ years of engineering experience, including leadership roles at a high-growth tech startup; 3+ years of experience managing teams 
  • Have a direct hand in our initial codebase, participate meaningfully in technical discussions, reviews, and architecture decisions
  • Experience building and scaling systems in lean, resource-constrained environments
  • Hands-on experience with modern AI development workflows (Claude Code, Cursor, Copilot) and deploying LLM-based features or agentic systems in production
  • Strong business judgment, ownership mindset, and comfort operating in ambiguity
  • Strong product intuition with ability to evaluate opportunity costs and make pragmatic decisions
  • Our current stack includes: React with Next.js on the frontend, Node.js with NestJS on the backend, PostgreSQL database, NATS for messaging, and AWS infrastructure

This role is in-office in Los Angeles (mid-city). Our total compensation for this position can range from $240,000 - $260,000. We value experience and are open to higher compensation for candidates with exceptional skills and background. The actual amounts may vary based on factors such as experience, knowledge, skills, and abilities related to the position.

Benefits we offer: 

  • Medical, Vision, and Dental with some plans covered at 100% 
  • Competitive compensation and equity structure
  • 401K 
  • Unlimited PTO 

Ghost is an equal opportunity employer and values diversity in the workplace. We are committed to fostering an inclusive and innovative environment where all employees can thrive. We do not discriminate based on race, color, religion, sex, sexual orientation, gender identity, national origin, disability, veteran status, genetic information, or any other protected characteristic under applicable laws.