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 Design Apprentice

Menyala · Singapore

Skip the coffee runs…
Calling early-career Product Designers who are ready to move beyond theory, templates, and “safe” problems. This isn’t just a junior role — it’s a launchpad into real product work across real industries.

Okay… We Know What You’re Thinking: So What?
You might be a fresh graduate breaking into product design. Or a junior designer from an agency, startup, or in-house team looking for deeper exposure and faster growth. Either way, you’re hungry to understand how products actually get built — from identifying user problems to shaping concepts that become real businesses.
With our 1-year Product Design Apprenticeship, you’ll get hands-on experience designing products from zero to one. You’ll work alongside experienced designers and venture teams, learning how user research, design thinking, and UX/UI come together in early-stage environments.
This role is designed for designers who are curious, adaptable, and excited to explore different industries before locking into a single path.

Alright, Alright, Let’s Get to the Good Stuff – Here’s What’s in It for You
This isn’t a passive learning program. It’s a high-exposure, high-support environment where you’ll grow quickly by doing meaningful work.

Why this role works for early-career designers:
  • You get in-house experience without being tied to one product
  • You work across multiple industries and problem spaces
  • You learn directly from senior designers, founders, and operators
  • You build a strong foundation in human-centred design and product thinking
What is Liminal
Liminal is a Founders' Studio headquartered in Singapore and Boston.

We co-build with topflight founders by providing build expertise, unfair access and funding to de-risk their journey from idea to Series B and beyond

What is the Role?
We’re looking for a Product Design Apprentice to support our designer team throughout the zero-to-one venture building process.
You’ll be exposed to user research, design thinking, and UX/UI design, gradually taking on more ownership as your skills and confidence grow. Whether you’re a fresh graduate or an experienced junior, the role adapts to your starting point — but the expectations to learn fast stay high.

Responsibilities
In this role, you will:
  • Support and conduct user research (interviews, usability testing, desk research, surveys)
  • Synthesize research into clear insights and opportunity areas
  • Create design artefacts such as personas, journey maps, wireframes, prototypes, and MVP flows
  • Support UX/UI design for early product concepts and MVPs
  • Participate in design thinking workshops and collaborative sessions
  • Work closely with Product, Engineering, and Business teams
  • Learn how design decisions impact desirability, product-market fit, and business strategy
Attributes
This role could be a great fit if you:
Have 0–3 years of experience in product design, UX/UI, research, or a related field
  • Are a fresh graduate with strong fundamentals or a junior designer looking to level up
  • Understand the basics of human-centred design and UX principles
  • Are comfortable using Figma (or similar tools) to communicate ideas
  • Are curious, proactive, and comfortable with ambiguity
  • Communicate clearly and enjoy collaborating with others
Backgrounds we welcome: agency, in-house, startups, consultancies, or academic programs.

This is a rare opportunity to build range before specialising — to try different industries, products, and problem spaces while learning from a strong venture and design team.
If you’re early in your design career and want real exposure, real mentorship, and the space to discover your “vibe” — this role was built for you.