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 .

Pre-MBA Growth Intern (Remote)

Juno · Remote, United States

About Juno

Juno leverages collective bargaining power to secure better student loan rates for graduate students. With 230,000+ members and over $1B in negotiated loan volume, we've proven that group buying works. We’re the most popular way to pay for top MBA programs,  and we’re just getting started.

Our mission is to make graduate education more affordable, transparent, and fair. Every year, we help thousands of students save thousands of dollars on their loans by negotiating directly with lenders.

About the Role

We’re looking for a Pre-MBA Growth Intern to join our small but high-impact team. You’ll work directly with Juno’s Head of Growth & Partnerships to execute our GTM plan across MBA programs, supporting partnerships, campus outreach, and operations.

This is an opportunity to get hands-on experience in growth strategy, marketing operations, and partnerships while building relationships across top MBA programs. You’ll see what it’s like to scale a fintech company serving one of the most educated and motivated audiences in the world.

Ideal for someone planning to attend business school next year and exploring a career in growth, finance, and/or startups.

What you’ll do

  • Drive execution of GTM initiatives: Assist in managing timelines, deliverables, and communications for Juno’s MBA Growth initiatives.
  • Support partnerships: Help identify and coordinate outreach with organizations (e.g., Forté, MLT, student orgs, GMAT/GRE partners) and manage follow-ups.
  • Campus engagement: Collaborate with Juno’s MBA campus ambassadors and student partners to distribute content, track performance, and share insights.
  • Operational excellence: Manage administrative and operational workflows, from tracking partner performance to preparing dashboards and reports.
  • Marketing support: Coordinate email, webinar, and content campaigns aligned with the MBA application and loan cycles.
  • Research and analysis: Conduct market research on MBA programs, student funding trends, and competitive offerings to inform outreach strategy.
  • Special projects: Jump in wherever needed — this is a startup, and we move fast.

Who You Are

  • Pre-MBA candidate (entering business school in 2026)
  • Organized operator: You love project management and keeping moving pieces aligned
  • Strong communicator: You write clearly and can adapt tone for partners, students, or internal teams
  • Analytical: You can interpret data, spot insights, and track progress
  • Resourceful & scrappy: You take initiative, find solutions, and thrive in fast-paced environments

Compliance & Ethics

All outreach is opt-in and school-approved. Interns do not collect or store sensitive student information; individualized financial advice is not provided.

What You’ll Gain

  • Direct exposure to growth strategy and partnerships at a high-impact fintech
  • Mentorship from Juno’s leadership team (MBA graduates from HBS, Wharton, Booth, and Anderson)
  • Experience executing real-world GTM campaigns and scaling partnerships across the MBA ecosystem
  • Insider understanding of MBA program operations, student financing, and fintech growth mechanics