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 .

Sales Talent

Rstudio · USA - Remote

At Posit, our hiring needs are constantly evolving as we grow. If you don’t see an open role that perfectly matches your experience today, we still want to hear from you! By joining our Sales Talent Community, you’re putting your resume in front of our recruiting team for future openings across all levels of our sales organization.

 

What We Look For in Posit Sellers

We find that the most successful sellers at Posit share these core attributes:

  • Technical Curiosity: Internally driven by curiosity and continuous learning; interested in a technical sales role that involves familiarity with analytics / Data Science.
  • Complex Sales Expertise: Experienced in long, complex sales cycles in large organizations that involve multiple stakeholders.
  • Collaborative & Humble: You are humble and collaborate well with other people; you thrive working within a team.
  • Thoughtful Execution: You strive to bring thoughtfulness and empathy to all of your work.
  • Self-Driven & Reliable: Self-motivated, reliable, and can function effectively in a distributed team.

 

Our Sales Team

Our sales team is divided into three primary areas. Depending on your background, you may be a fit for one of the following:

  • New Logo Account Executives: Focused on hunting for new customers and mapping and building territories from the ground up to close business in Fortune 1000 Enterprise and Multinational accounts.
  • Major Accounts Managers: Highly skilled at developing and maintaining client relationships to identify and pursue opportunities for account growth and expansion within Fortune 1000 Enterprise and Multinational accounts.
  • Commercial Account Managers: Responsible for communicating and prospecting into existing clients to expand our footprint across the Commercial Sales segment by educating customers about the value of Posit’s professional products.

 

If you’re interested in a future sales career at Posit, please submit your resume below. We’ll keep your information on file and will reach out when a role opens up that aligns with your background.

Working at Posit:

  • We welcome all talented colleagues and are committed to a culture that represents diversity in all its forms.
  • We prioritize giving ourselves “focus time” to get deep work done. We minimize meetings and attempt to operate asynchronously.
  • We are a learning organization and take mentorship and career growth seriously. We hope to learn from you and we anticipate that you will also deepen your skills, influence, and leadership as a result of working at Posit.
  • We operate under a unique sustainable business model: We have over 50% of our engineering dedicated to creating free and open source software.  We are profitable and we plan to be around decades from now.
  • Posit is a Public Benefit Corporation (PBC) and a Certified B Corporation®, which means our open-source mission is codified into our charter. As a result, our corporate decisions balance the community's interests, customers, employees, and shareholders. Hear more about why we think this matters here.

Notable:

We offer competitive compensation with extensive human-first, people-focused benefits to prioritize your personal and financial well-being. These benefits apply to full-time positions only.

  • 100% of medical, dental, and vision insurance premiums are covered for employees and their families! Fertility and gender-affirming healthcare is included in all of our plans.
  • Supplemental mental health and wellness benefits are available via Ginger even if you don’t opt in to our insurance plans, including Ginger for teen family members.
  • Posit's gender-neutral paid parental leave policy covers all new parents, including foster and adoptive parents.
  • All full-time employees are eligible for 401k enrollment starting on day one.
    • After six months of employment, Posit provides a substantial yearly match to employee 401K contributions.
  • An annual profit-sharing bonus for employees recognizes our team’s contributions to company performance across the year.
  • We are a 100% distributed team. You are also welcome to come into our Boston office. 
    • We offer a $400 monthly reimbursement for coworking space rental if you prefer to work away from home. 
  • Our Lifestyle Savings Account offers an initial deposit of $1800 and then an additional quarterly stipend of $375 to cover the costs of professional development, wellness, financial health, charitable giving, and remote work support.
  • We provide a flexible environment with a generous vacation policy that encourages a minimum of four weeks PTO per year plus 15 paid company holidays.

Are you excited about this role but not sure if your experience aligns with every qualification in the job description? That’s okay. We know multiple perspectives are essential for a thriving organization and we'd still love to hear from you! 

Posit is committed to being a diverse and inclusive workplace. We encourage applicants of different backgrounds, cultures, genders, experiences, abilities, and perspectives to apply. All qualified applicants will receive consideration for employment without regard to race, color, national origin, religion, sexual orientation, gender, gender identity, age, physical disability, or length of time spent unemployed.

Posit Software, PBC participates in the federal E-Verify program, which confirms employment authorization of newly hired U.S. based employees. E-Verify is not used as a tool to pre-screen candidates and is only initiated upon hire.

E-Verify Participation Notice (English/Spanish)

Right to Work Notice (English/Spanish)

#LI-REMOTE

 

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