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 .

QA Engineer

Skip · San Francisco

Skip is on a mission to make life joyful through powered movement.

Movement is a powerful way to build physical, mental and social health. Yet it is elusive for 2 billion people due to age, injury, or disability. We are building products that will restore mobility for millions and enable a new frontier of joyful movement experiences. We want to build a future where a grandparent can easily outrun their grandkids and no one is left behind at the trailhead.

Skip is a 22-person early-stage start-up that spun out of Google X in 2023. With deep cross-disciplinary expertise and key partnerships (e.g. with Arc’teryx) we are uniquely positioned to launch the first commercially successful wearable robotic device, the MO/GO, develop a platform to launch future Movewear products and transform millions of lives in the coming years.

The Role

We're looking for a QA Engineer who can own software quality end-to-end, from a user unboxing the device for the first time to data syncing reliably on Google Cloud. You'll operate across web, mobile, backend API, and device/IoT layers in a fast-moving sprint cycle where 1–2 engineers need to punch far above their weight.

This is a hands-on IC role. You'll build the automation infrastructure that makes scaling our test suite possible, design mock environments, and collaborate closely with firmware, app, and cloud engineers to bridge the gap between unit-level coverage and full regression suites.

What You'll Own

  • Design and execute end-to-end test plans covering the full user journey — device unboxing, app onboarding, BLE pairing, charging modes, and cloud data sync

  • Participate in EVT/DVT hardware-software integration testing and Hardware-in-Loop (HIL) test planning

  • Build and maintain automation frameworks spanning web (Selenium), mobile (Appium), and backend API layers

  • Develop and manage mock environments, test data pipelines, and sandbox configurations to isolate and reproduce issues reliably

  • Write and own unit and integration test suites in collaboration with firmware and SW engineers to close coverage gaps ahead of scale

  • Identify and document edge cases systematically: network unavailability, BLE/WiFi failure modes, data sync retry logic, storage-full conditions, server errors, and app crashes

  • Verify data correctness across the full stack — on-device, app, and GCP endpoints

  • Define and track test metrics; flag release risks early in each sprint cycle

  • Wear prototypes several hours a week for on-body testing, data collection, and feedback

Basic Qualifications

  • 3+ years of SDET or QA engineering experience in a product company, ideally with consumer devices or IoT

  • Strong programming and scripting fundamentals — Python and JavaScript/TypeScript required

  • Hands-on experience with Selenium WebDriver for web automation

  • Experience designing and executing API test automation (REST/GraphQL)

  • Ability to independently define test strategies from scratch — no pre-built QA infrastructure to lean on

  • Familiarity with HIL (Hardware-in-the-Loop) test setups or firmware-level testing at EVT/DVT stages

  • Demonstrated skill in creating edge-case scenarios and thinking adversarially about user flows

  • Experience building and maintaining mock services, test environments, and synthetic test data

  • Familiarity with CI/CD pipelines and integrating automated tests into release workflows

  • Comfortable working across mobile (iOS/Android) and cloud-connected system testing

  • Ability to work from our Bay Area office 3 days/week

Bonus Points

  • Experience with Appium or other mobile test automation frameworks

  • Background testing BLE, WiFi, or other wireless protocols in consumer devices

  • Experience with motor control, robotics, or powered consumer electronics (drones, e-bikes, powered prosthetics, etc.)

  • Experience writing or reviewing infrastructure-as-code for test environments

  • Strong opinions about sprint velocity and what actually slows teams down

  • Personal motivation to improve human movement or experience with adaptive sports/assistive tech

  • Sense of humour, tolerant of Aussie & Canadian spelling

Skip is an equal opportunity employer. Our hiring decisions are based on need and competence to satisfy said need. We do not discriminate on the basis of race, religion, color, gender, sexual orientation, gender identity, age, marital status, veteran status, disability status, or any other legally protected status.

Any and all offers of employment extended by Skip are conditional on candidates’ ability to provide satisfactory proof of eligibility to maintain full-time employment in the United States.