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 .

HTS Scientist

Ginkgo Bioworks Inc. · Boston, Massachusetts

Our mission is to make biology easier to engineer. Ginkgo is constructing, editing, and redesigning the living world in order to answer the globe’s growing challenges in health, energy, food, materials, and more. Our bioengineers make use of an in-house automated foundry for designing and building new organisms. 

 

About Ginkgo Datapoints: Ginkgo Datapoints, a newly established business unit within Ginkgo Bioworks, is poised to usher in the coming era of AI-backed biotechnology breakthroughs. By leveraging Ginkgo's state-of-the-art automation and digital infrastructure, Datapoints aims to address the growing demand for high-quality, large-scale biological datasets essential for training AI models in drug discovery and development. Unlock AI to unlock biology.

 

Position Overview:
We are seeking a Scientist to join our High Throughput Screening (HTS) wet-lab team at Ginkgo Datapoints. This role is ideal for someone passionate about lab automation, assay development, high-throughput screening, and process optimization, eager to onboard assays onto workcells and increase throughput.

 

Key Responsibilities

  • Execute primary screens and downstream plate reader assays on automated systems with minimal supervision.
  • Perform rigorous quality control of screening results, monitoring assay robustness (e.g., Z’ and CVs) to ensure all data is accurately posted to electronic notebooks and uploaded to databases.
  • Test, maintain, and troubleshoot robotic platforms and liquid handlers, including the Echo, Hamilton, and Lynx, to ensure peak performance and minimal downtime.
  • Maintain impeccable lab records while supporting routine laboratory maintenance and safe lab practices.
  • Partner with science teams to develop, optimize, and adapt biochemical and cell-based assays into 384- and 1536-well formats.
  • Collaborate with bench scientists to transition manual assays onto fully automated screening systems and robotic workcells.
  • Proactively identify and implement process improvements to increase throughput and drive overall screening efficiency.

 

Desired Experience and Capabilities

  • BS or MS in Molecular Biology, Biochemistry, Cell Biology, Pharmacology, or a related field with at least 3 years of industry experience in HTS or automation.
  • Hands-on proficiency operating and troubleshooting common HTS equipment such as the Echo, Prime/Lynx/Hamilton, EL406/Tempest/Combi liquid handlers, and Pherastar readers.
  • Proven ability to diagnose and resolve hardware or software issues on automated platforms.
  • Experience with automated scheduling software (Cellario) and LIMS/database environments is highly preferred.
  • Familiarity with high-content imaging platforms or compound management workflows is a significant plus.
  • Demonstrated ability to work in a fast-paced, dynamic culture with a strong sense of urgency and focus on high-quality deliverables.
  • Effective communication skills to ensure alignment across cross-functional project teams and external stakeholders.

 

Why Join Ginkgo Datapoints?

  • Work at the cutting edge of AI/ML and automation in drug discovery.
  • Contribute to biologically relevant high-throughput screening efforts.
  • Join a passionate team dedicated to scientific innovation.
  • Competitive compensation and benefits.

 

 

The base salary range for this role is $70,800.00 -$106,100.00. Actual pay within this range will depend on a candidate's skills, expertise, and experience. We also offer company stock awards, a comprehensive benefits package including medical, dental & vision coverage, health spending accounts, voluntary benefits, leave of absence policies, 401(k) program with employer contribution, 8 paid holidays in addition to a full-week winter shutdown and unlimited Paid Time Off policy.

Ginkgo has implemented a return to office policy effective October 1, 2025 with required in-office days 3x per week on Tuesday, Wednesday, Thursday.  Some teams may require to be onsite 4-5 days per week and this will be discussed as part of the interview process.  This policy applies to all employees who live within 50 miles of Ginkgo’s offices in Boston, MA, Emeryville, CA and West Sacramento, CA.

 
It is the policy of Ginkgo Bioworks to provide equal employment opportunities to all employees, employment applicants, and EOE disability/vet. 
 
 
Privacy Notice
I understand that I am applying for employment with Ginkgo Bioworks and am being asked to provide information in connection with my application. I further understand that Ginkgo gathers this information through a third-party service provider and that Ginkgo may also use other service providers to assist in the application process.  Ginkgo may share my information with such third-party service providers in connection with my application and for the start of employment.  Ginkgo will treat my information in accordance with Ginkgo's Privacy Policy.  By submitting this job application, I am acknowledging that I have reviewed and agree to Ginkgo's Privacy Policy as well as the privacy policies of the third-party service providers used by Ginkgo's associated with the application process.
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