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 .

Product Manager

Swayable · San Francisco or New York City

About Swayable

Swayable is a fast-growing AI and automated data science platform that measures public opinion and the impact of messages and advertising content on it. We are a 40-person team backed by top technology and social impact investors, including Y Combinator. Founded in 2018 by physics PhDs, it is led by the former Executive Director for Digital Strategy at the New York Times. Clients include major consumer-facing brands (American Express, Airbnb, Paramount Pictures), technology companies (Anthropic, Meta, Amazon), academic researchers (MIT, Yale, Stanford) and mission-aligned civic advocacy campaigns (e.g. on climate, human rights and elections).

Joining Swayable means being on a team whose work changes the course of history. The technology we develop is at the leading edge of transforming some of the world’s most important campaign organizations and enterprises: combatting disinformation, protecting democracy, and supporting the sustainable growth of consumer-facing brands. Check our our values & culture deck to learn more: https://tinyurl.com/4zjchwzs

About the Role
You’ll own development and improvement of innovative features on the Swayable platform, with a heavy focus on AI-powered features—including validating concepts to building prototypes to shipping into production. This role blends product discovery, rapid iteration, and hands-on execution. 

You’ll work cross-functionally with engineering, data science, design, and customer success to define, prototype, QA, and refine AI features at speed. Expect to vibe-code prototypes, test AI outputs, and translate learnings into robust specs. 

You’ll be the connective tissue across teams, ensuring the platform remains modular, scalable, and easy to understand. You’ll contribute directly to ways we move fast while reinforcing architectural intent and technical clarity.

You’ll also bring ideas from the broader AI community—identifying groundbreaking techniques, sharing them internally, and keeping Swayable at the cutting edge of applied AI.

What You'll Do

  • Serve as a generalist PM, rapidly scoping, prototyping, and shipping AI-powered features.
  • Own product discovery, define requirements, and deliver end-to-end solutions.
  • Build (vibe code) prototypes of innovative features, test with customers and translate into engineering specs.
  • QA AI features extensively, develop solutions to improve output, including continuous prompt iterations, testing changes to agentic graphs / swarms, etc.
  • Engage with cross-functional teams at Swayable in refining the output of AI features.
  • Use data and analytics to inform decision-making and iterate quickly.
  • Collaborate tightly with engineering, design, data science, and customer success—prioritizing action over process.
  • Engage with the AI community to stay up to date on the latest advancements, and share knowledge with the organization.
  • Thrive by building—leaning in with curiosity, rapid learning, and drive.

About You

  • Bachelor’s degree in Engineering, Science, Economics, Design, Business, Journalism, Social Science, Psychology or a related field.
  • Clear, effective communication, both written and verbal.
  • Strong product instincts, with the ability to translate business goals into elegant tech solutions.
  • Systems thinking—ability to see how parts interact within the whole and design accordingly.
  • Creative problem solving—finding novel solutions to complex and ambiguous challenges.
  • Growth mindset—eagerness to learn quickly, adapt, and continually improve.
  • Bias for action—scrappy, resourceful, and outcome‑oriented.
  • Proven interest in building with GenAI (production applications, projects, prototypes, hackathons).
  • Proficient in analyzing data using Python and SQL.
  • Passionate about social impact and excited to help scale a platform that moves public opinion for good.

Bonus

  • Prior exposure to product / engineering / data science.
  • Experience at a high growth technology startup.
  • Experience at a top-tier consulting firm or at a top-tier investment bank.

Compensation and Benefits

  • Competitive base salary: $110-130K depending on experience and location
  • Equity package
  • Full healthcare coverage (no employee contribution required)
  • 401K, generous PTO, and parental leave
  • The chance to help build technology that matters—for business, democracy, and the world

To Apply

Please send a brief note and evidence of extraordinary ability—CV, code, projects, or references that speak to your track record.

Swayable is an equal opportunity employer. We are committed to building a diverse and inclusive workplace and strongly encourage applications from people of all backgrounds.