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 .

Senior Software Engineer

Mangomint · Remote

About Mangomint

Mangomint is a fast-growing SaaS company on a mission to make every salon and spa more profitable. We are already the highest-rated salon and spa software in the US and Canada with thousands of customers and seek to become the #1 market leader in the coming years.

We’re a primarily remote company, ambitious, and collaborative team that gathers together every few months. As we grow, we’re looking to attract high-potential individuals who want to be part of a winning team. If that’s you, come join us!

About the Role

As a Senior Software Engineer at Mangomint, you’ll play a critical role on our Connect Engineering team, building and scaling the core communication systems our customers rely on every day: emails, texting, and phone calls.

This role is focused on strengthening a mission-critical part of the product as we scale usage, integrations, and operational complexity. You’ll work across the full stack to design, build, and operate reliable communication features that integrate with external providers while delivering a seamless experience for customers and internal teams.

In the Senior Software Engineer role at Mangomint you will:

  • Develop new features across the whole stack, including data design, backend APIs, frontend React UI, mobile, and HTML/CSS

  • Work deeply with external integrations and third-party services, ensuring reliability and observability

  • Support the scaling of our systems as we grow and acquire new customers, and improve engineering standards, tooling, and processes to enable rapid development and iteration

  • Troubleshoot and debug production issues across various services and layers of the stack, ensuring a stable, efficient, and resilient system for our customers

Technologies You Will Work With

Backend/Rest API: Kotlin/JVM, PostgreSQL, AWS (RDS, SQS, Lambda, EC2/EB)

Frontend: Typescript, React, Sass/CSS

While experience or familiarity with our technology stack is a plus, it’s not a requirement. We care more about your general engineering skill set, and your ability to pick up new languages and technologies quickly.

What We’re Looking For

  • 5+ years of experience in a software engineering role

  • Experience as a Senior Software Engineer at a SaaS Company and with programming languages such as Kotlin, C#, Java, Ruby, etc.

  • Someone who enjoys being a generalist, working on the frontend, backend, and anything it takes to solve problems

  • Experience building software and systems that balance simplicity, flexibility, and maintainability

  • Ability to thrive in a collaborative and iterative environment, working and empathizing with teammates, internal stakeholders, and customers

  • Someone skilled in completing projects from start to finish, using various technologies and systems, while balancing technical, business, and customer priorities.

  • Ability to stitch together many different services and processes even if you have not worked with them before

What You'll Love About Us

  • Health, dental, vision, life & LTD insurance

  • Generous monthly wellness budget for gym memberships, yoga, etc.

  • Premium subscription to the Calm app

  • One Medical membership

  • Flexible PTO

  • 401k plan available (no matching)

  • Employee stock option program

Mangomint is an equal opportunity employer. We do not discriminate against any employee or job applicant on the basis of race, color, religion, sex (including pregnancy, sexual orientation, and gender identity), national origin, age, disability and genetic information (including family medical history).