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 .

Intern - AI Training

Genentech · Shanghai

At Roche you can show up as yourself, embraced for the unique qualities you bring. Our culture encourages personal expression, open dialogue, and genuine connections,  where you are valued, accepted and respected for who you are, allowing you to thrive both personally and professionally. This is how we aim to prevent, stop and cure diseases and ensure everyone has access to healthcare today and for generations to come. Join Roche, where every voice matters.

The Position

Internship Opportunity: Data Operations & Project Support

Location:Shanghai, China

Company: Roche China

Duration:Late June – Late September (3 Months)

About the Role:

As Roche continues to push the boundaries of healthcare innovation, we are currently navigating a significant surge in project data. We are looking for a detail-oriented, energetic intern to join our team in Shanghai this summer.

This is a unique opportunity to work at the intersection of healthcare and technology. Your primary mission will be to serve as the engine behind our data processing, ensuring our complex AI projects stay on track for a successful autumn rollout.

Key Responsibilities:

  • Data Lifecycle Management: Handle high-volume data entry, cleaning, and processing to support our digital health initiatives.
  • Operational Support:Assist Project Managers in streamlining workflows and maintaining project documentation.
  • AI Project Enablement:By managing the manual "heavy lifting" of data, you will directly enable our technical experts to focus on high-value AI logic design and architectural strategy.
  • Collaboration:Work closely with cross-functional teams to ensure data integrity and timely delivery of project milestones.

What We Are Looking For

  • Academic Background:Current student (undergraduate or postgraduate) in Healthcare, Data Science, Business Administration, or a related field.
  • Tech Savvy: Proficiency in Excel/Google Sheets is a must;
  • Efficiency & Precision:You have a high attention to detail and can maintain accuracy while handling large datasets.
  • Communication:Fluency in Mandarin and professional proficiency in English.
  • Availability:Must be able to commit to the full duration from the end of June through September.

Why Join Roche?

Gain hands-on experience in a leading global healthcare company.

Work alongside world-class project managers and AI technical experts.Understand the "behind-the-scenes" mechanics of how AI projects are built from the ground up.

A vibrant office culture in the heart of Shanghai.

 

 

Who we are

A healthier future drives us to innovate. Together, more than 100’000 employees across the globe are dedicated to advance science, ensuring everyone has access to healthcare today and for generations to come. Our efforts result in more than 26 million people treated with our medicines and over 30 billion tests conducted using our Diagnostics products. We empower each other to explore new possibilities, foster creativity, and keep our ambitions high, so we can deliver life-changing healthcare solutions that make a global impact.


Let’s build a healthier future, together.

Roche is an Equal Opportunity Employer.