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 .

Research Analyst

Smartkarma · Singapore, sg

Smartkarma is looking for a Research Analyst to join our Research team in Singapore. 

You will support all aspects of the Research team’s activities, from onboarding Insight Providers and identifying research gaps on the platform and supporting the buildout of the pvtIQ business unit, to managing bespoke research projects for clients.

You will report directly to the Head of Research and work closely with members of the Research team.

The role will include, but not be limited to:

  1. Developing a deep understanding of the investment research landscape, the Smartkarma platform, our key value propositions and contributing to the team’s plans to develop/acquire more research and data 

  2. Tracking and monitoring performance of Research team OKRs

  3. Assisting the team with onboarding Insight Providers, driving research engagement and managing Insight Provider relationships and performance

  4. Overseeing project timelines and the quality of project deliverables for the Bespoke Services business

Join a leading fintech firm that’s democratizing research, across the world.

Smartkarma is a Singapore-headquartered fintech firm, founded with the mission of reinventing the investment research landscape.

We are an online investment research network that brings together independent Insight Providers, institutional investors, and corporate investor relations professionals and management, onto an innovative, cloud-based platform.

Our investors include Sequoia Capital, the Singapore Exchange (SGX), Jungle Ventures, and Wavemaker Partners.

  • You have 3+ years of work experience, with a keen and demonstrable interest in financial markets and financial services

  • You communicate clearly and concisely, whether verbally or in writing

  • You love analyzing data and/or financials, and applying your findings/hypotheses to business decisions

  • You are highly motivated and pay careful attention to detail in everything you do

To submit your application, head over to https://on.skr.ma/apply.


To view the roles available and their respective job descriptions and qualifications, head over to https://on.skr.ma/hiring.

All your information will be kept confidential according to EEO guidelines.