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 .

Director, Translational Medicine

Crescent Biopharma · Waltham, MA

Crescent Biopharma’s vision is to build a world leading oncology company bringing the next wave of therapies for cancer patients. The Company’s clinical-stage pipeline includes its lead program, a PD-1 x VEGF bispecific antibody, as well as novel antibody-drug conjugates. By leveraging multiple modalities and established targets, Crescent aims to rapidly advance potentially transformative therapies either as single agents or as part of combination regimens to treat a range of solid tumors. For more information, visit www.crescentbiopharma.com and follow the Company on LinkedIn and X.

We are seeking a Director of Translational Medicine to join our team. You will provide scientific and strategic leadership for one or more programs supporting the advancement of Crescent ‘s pipeline focusing on next generation immuno-oncology (I/O) and antibody-drug conjugate (ADC). Working with cross-functional teams, you will develop and execute the Translational Medicine strategy to help shape the clinical development plans and contribute to clinical and scientific deliverables.

Crescent Biopharma’s vision is to build a world leading oncology company bringing the next wave of therapies for cancer patients. The Company’s clinical-stage pipeline includes its lead program, a PD-1 x VEGF bispecific antibody, as well as novel antibody-drug conjugates. By leveraging multiple modalities and established targets, Crescent aims to rapidly advance potentially transformative therapies either as single agents or as part of combination regimens to treat a range of solid tumors. For more information, visit www.crescentbiopharma.com and follow the Company on LinkedIn and X.

We are seeking a Director of Translational Medicine to join our team. You will provide scientific and strategic leadership for one or more programs supporting the advancement of Crescent ‘s pipeline focusing on next generation immuno-oncology (I/O) and antibody-drug conjugate (ADC). Working with cross-functional teams, you will develop and execute the Translational Medicine strategy to help shape the clinical development plans and contribute to clinical and scientific deliverables.

Crescent Biopharma is an Equal Opportunity Employer. We are committed to fostering a diverse, inclusive, and equitable workplace where all individuals are valued and respected. Employment decisions are based on qualifications, merit, and business needs, without regard to race, color, religion, gender, sexual orientation, national origin, disability, veteran status, or any other protected status.
 
 
 
#LI-CBIO

Responsibilities

  • Develop and execute translational strategy to help advance Crescent’s clinical pipeline
  •  Provide oversight of the development, validation, and execution of fit-for-purpose clinical biomarker assays with external CROs and actively manage vendor relationships
  •  Drive clinical biomarker sample testing and data delivery in close collaboration with clinical development operations team
  •  Lead biomarker data analysis and contribute to clinical and scientific data deliverables
  •  Serve as the translational medicine lead in cross-functional program teams and support integrated program development plans
  •  Author translational medicine sections in IND modules, clinical protocols, IBs, ICFs, and other clinical documents and technical reports, and respond to regulatory inquiries related to translational medicine
  •  Provide translational input into novel target identification
  • Education & Experience

    • PhD/MD in Cancer Biology, Immuno-Oncology, Immunology, Molecular Biology, Pathology, or other scientifically related field required
    •  Minimum 8 years of industry experience in translational medicine and clinical biomarkers
    •  Experience in leading translational efforts to advance the IO and/or ADC programs from IND-enabling phase through early phase clinical development and/or from early phase clinical development through late phase
    •  Prior experience in CDx development is a plus
    •  Strong team player with the ability to work in cross-functional matrix
    •  Excellent interpersonal, verbal, and written communication skills

    What We Offer

  • Opportunity to join a mission-driven team where you'll contribute to impactful work, take on varied responsibilities, and grow quickly in a dynamic environment
  • Competitive compensation, including base salary, performance bonus, and equity
  • 100% employer-paid benefits package
  • Flexible PTO; also, two, one-week company-wide shutdowns each year
  • A commitment to your professional development, with access to resources, mentorship, and growth opportunities