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 .

Join our USA Talent Community

Researchpartnership · Philadelphia, Pennsylvania

 

Our Talent Community

As a world-leading market research partner for health and life science companies, we are always interested in hearing from candidates with a passion for healthcare market research and an interest in driving commercial success and positive patient outcomes. We have teams operating across Custom and Syndicated research solutions, offering a mix of qualitative, quantitative research techniques for pharmaceutical, biotech and medical device manufacturer clients.

If you aren't able to see an open vacancy that fits with your profile and the type of role you're looking for, but would like to find out more about Research Partnership and upcoming vacancies, please send us your CV and details through this application form. Please indicate the sort of position you'd like to be considered for as part of the application form, and our Talent Acquisition team will be in touch as soon as a relevant vacancy arises.

In the meantime, we'll keep you updated on developments at Research Partnership, as well as our company culture and initiatives.

Please note: our next Graduate / Early Careers intake will be in 2025. We welcome interest in Early Careers roles but will be communicating more information about upcoming positions in late 2024.

About 

Inizio Ignite, Research Partnership

Inizio Ignite is the global advisory partner for health and life sciences, encompassing connected expertise across Research Partnership, Putnam, Vynamic, and STEM. Guided by purpose, passion, and precision, we collaborate with clients to ignite impact, accelerate performance, and deliver lasting change for patients. By uniting strategy, insights, and innovation with a unique depth and breadth of expertise, we drive transformation and shape the future of health.

Our Research Partnership healthcare market research team provides research and insights to inform and power healthcare decisions. Serving a variety of clients across the lifecycle, our expertise includes data, research & insights (proprietary syndicated and custom research) and brand tracking (ATU). Proudly part of Inizio – the market-leading commercialization partner for health and life sciences. From early-stage development to loss of exclusivity, we simplify complexity, unlock value, and make collaboration seamless at every pivotal moment – supporting confident, insight-driven decisions that move innovation forward. 

 

Life at Research Partnership USA:

We love what we do and continuously strive for innovation and creativity. We believe everyone should continuously be learning and provide:

  • A comprehensive training and development programme for all staff, from entry level apprentice to senior management
  • A relaxed and friendly working environment
  • Lunch n learns
  • RFP stretch sessions to learn the basics of how RFPs are written and co-creating proposals in a fun environment
  • RP University run by Directors to educate you on the Healthcare industry
  • Social events - including a summer day out and end of year party, along with regular social events after office hours
  • Fundraising and charity events – we support Forever Angels, a children's charity whose aim is to care for abandoned babies in Tanzania, Africa

 

Further information: 

We are open to individuals seeking remote as well as hybrid-working patterns. You can choose to work out of our NYC, SF or Fort Washington, PA (Philadelphia) office for as many days out of the week as you’d like or work remotely.

 

Our Pledge

At Research Partnership, we value inclusivity, recognize the power of diversity, and inspire the next generation of change-makers. We are an equal opportunities employer. We believe in creating a work environment that values diversity, equity, and inclusion. We aim to recruit from a diverse slate of candidates and foster an environment that provides the right conditions for long-term success. We welcome all applications regardless of race, colour, religion or belief, gender, gender identity, age, national origin, marital status, military veteran status, genetic information, sexual orientation and physical or mental disability.

 

Don't meet every job requirement? That's okay! Our company is dedicated to building a diverse, inclusive, and authentic workplace. If you're excited about this role, but your experience doesn't perfectly fit every qualification, we encourage you to apply anyway. You may be just the right person for this role or others.