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 .

Debut Internship Talent Pool

Debutbiotech25 · San Diego, CA

About Debut

Debut is the unconventional innovation lab spearheading the next generation of big business. Only Debut has a scalable, integrated, climate-positive creation model powered by biotechnology that puts human wellbeing at the center of everything we do—setting the new standard for profitable business and a new pace for an ever-changing world.  Our hybrid biotechnology approaches unlock latent markets, providing access to sustainably produced, natural ingredients with health benefits that cannot be obtained through other methods. We are committed to traversing the entire process, from ingredient discovery to the scaling of these products, for consumer markets. If you are passionate, enjoy fast-paced innovation and collaborative teams, then Debut is for you.  

Debut Internship Talent Pool: Submit Your Resume for Future Opportunities

While we may not have any immediate openings, we believe in proactively building a talent pool to draw from when positions become available. Debut will only contact you directly if your candidacy is a match to a current opening. 

Summary

Debut offers part-time internship opportunities to current full-time college students to make an impact with specific teams to aid in our mission to set new standards in beauty. This internship provides a unique opportunity to gain hands-on experience working alongside our experienced team of scientists. Some of the benefits of becoming a Debut Intern are: mentorship from experienced professionals in the field, exposure to cutting-edge scientific research and projects, and networking opportunities within the industry.

Essential Functions

  • Understands the overall concept of the company, including the brand, customer, product goals, and all other aspects of service.
  • Assist in data collection, interpretation, and analysis.
  • Collaborate with cross-functional teams to contribute to ongoing projects.
  • Stay updated on current scientific literature and advancements in the field.
  • Accepts designated tasks and projects to research, proposing ideas and solutions as necessary.
  • Learns and becomes proficient on internal processes and software systems.
  • Exemplifies professionalism, communication and organization skills.

Education and Experience

  • Must be a full-time student in college and provide documentation confirming your full-time enrollment status.
  • Excellent analytical and problem-solving skills.
  • Effective communication and teamwork abilities.
  • Proficiency in Microsoft Office.
  • Prior work experience is desired.

Essential Physical Characteristics

The physical characteristics described here are representative of those that must be met by an employee to successfully perform the essential functions of this position. Reasonable accommodations may be made to enable qualified individuals with disabilities to perform the essential functions of a job, on a case-by-case basis. 

  • Continuous upward and downward flexion of the neck. 
  • Frequent: sitting, repetitive use of hands to operate computers, printers and copiers. 
  • Frequently uses hands to feel objects or control tools (e.g. pipetting).  Laboratory operations require dexterity and care to perform studies as required.
  • Occasional: walking, standing, climbing stairs, bending and twisting of neck, bending and twisting of waist, squatting, simple grasping, reaching above and below shoulder level, and occasional lifting and carrying of files or material weighing up to 50 pounds.
  • Must be willing to work with biohazardous agents (up to BSL2).
  • The R&D laboratory will result in exposure to hot and cold temperatures, noise, fumes, limited dust, and oily coolants.
  • The performance of this position will present exposure to an industrial environment and requires support and compliance with the published Company PPE policy including but not limited to the use of personal protective equipment such as safety glasses with side shields, appropriate attire, safety shoes, hard hat, hearing protection, etc.

Condition of Employment

As part of Debut’s pre-employment process, prospective candidates will undergo a background check prior to beginning employment. Additional types of background investigations may be conducted based on the job-related activities of the position.

Debut is an equal opportunity employer. All applicants will be considered for employment without attention to race, color, religion, sex, sexual orientation, gender identity, national origin, veteran, or disability status.

 

Pay Range: $16.85 per hour

*Interns will be compensated at the minimum wage rate.