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 .

Sr Research Associate (Protein Science)

Twistbioscience · USA - South San Francisco, CA

Senior Research Associate (Protein Sciences) South San Francisco, CA

Job Description

We are seeking a highly motivated Senior Research Associate to join our R&D organization and support the development of protein- and enzyme-based platforms for next-generation molecular biology applications. This role will focus on protein expression, purification, and characterization, in close collaboration with protein engineering, molecular biology, and automation teams. The ideal candidate is hands-on, detail-oriented, and comfortable operating in a fast-paced R&D environment with evolving priorities. You will play a key role in building and scaling robust protein production workflows to support research, screening, and product development efforts.


Responsibilities

  • Collaborate closely with scientists and cross-functional partners to design, plan, and execute protein expression and purification experiments supporting Enzyme Engineering R&D programs.
  • Develop, optimize, and scale protein expression systems across multiple hosts (e.g., E. coli, Pichia pastoris, Bacillus), from small-scale HTP screens to multi-liter cultures.
  • Optimize enzyme purification techniques via small scale affinity purification to FPLC purification. 
  • Perform protein purification and method development using affinity chromatography, ion exchange, and size-exclusion chromatography on FPLC systems.
  • Execute routine and novel biochemical workflows with a high level of rigor, reproducibility, and attention to detail.
    ● Run protein characterization and QC, including SDS-PAGE, Western blotting, analytical SEC, and enzyme activity or purity assays.
  • Maintain detailed experimental documentation and communicate results, interpretations, and next steps clearly to the team.
    ● Contribute to continuous improvement of protein production workflows, including troubleshooting, process optimization, and standardization.
  • Support lab operations as needed, including equipment maintenance and coordination with internal stakeholders.

Qualifications and Required Skills

  • Bachelor’s or Master’s degree in Molecular Biology, Biochemistry, Chemical Engineering, Chemistry, or a closely related field..
  • Strong foundation in molecular biology techniques, including molecular cloning, PCR/qPCR, DNA purification and quantification, and enzymatic assays.
  • Hands-on experience (1–3+ years) with protein expression and purification workflows, including: 

- High throughput protein quantification methods (Qubit, Nanodrop, Bradford)
- Protein buffer exchange methods (Dialysis, Desalting, Concentration)
- FPLC-based purification (IMAC, IEX, SEC)
- SDS-PAGE and Western blotting
- Protein handling, storage, and stability considerations

  • Demonstrated ability to plan experiments, document work rigorously, and communicate results effectively.
  • Dynamic interpersonal skills. Respectful and open to others’ views; contribute to building a positive team spirit.
  • Self-motivated, willing to learn and keep abreast of new research developments
  • Comfortable working in a fast-paced environment and able to multitask well to handle multiple projects.

Preferred Skills

  • Experience with multiple methods of DNA assembly and analysis (golden gate assembly, Gibson assembly and gel electrophoresis)
  • Experience with one or more specialized molecular biology aspects (i.e. specific knowledge towards DNA/RNA modifying enzymes like polymerases or ligases, cell-free protein expression, protein engineering)
  • Familiarity with high-throughput or automated workflows for protein production or assay development.
  • Experience with NGS library preparation techniques and hands-on experience using NGS sequencing platforms

About Twist Bioscience

Twist Bioscience synthesizes genes from scratch, known as “writing” DNA. Just as children learn to both read and write, the next phase of development for the genomics revolution is the ability to write DNA.

At Twist Bioscience, we work in service of people who are changing the world for the better. In fields such as health care, agriculture, industrial chemicals and data storage, our unique silicon-based DNA Synthesis Platform provides precision at a scale that is otherwise unavailable to our customers.

Twist Bioscience Corporation is an Equal Opportunity Employer. Twist Bioscience Corporation provides equal employment opportunities to all employees and applicants for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, age, disability, genetic characteristics, or any other category protected by law.



The base cash compensation for this California-based role is below. In addition to base salary, this role is eligible for bonus, equity, and a generous benefits package. Final compensation amounts are determined by multiple factors, including candidate skill, experience, expertise, and location and may vary from the amount listed above. Compensation may be different in other locations.
San Francisco Bay Area Pay Range
$103,100$135,800 USD