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 .

Data Associate

Bridgewater89 · Westport, CT

About Bridgewater 

Bridgewater Associates is a premier asset management firm, focused on delivering unique insight and partnership for the most sophisticated global institutional investors.  

Our investment process is driven by a tireless pursuit to understand how the world’s markets and economies work — using cutting-edge technology to validate and execute on timeless and universal investment principles.  

Founded in 1975, we are a community of independent thinkers who share a commitment to excellence. By fostering a culture of openness, transparency, and inclusion, we strive to unlock the most complex questions in investment strategy, management, and corporate culture.  

Explore more information about Bridgewater on our website here.  

Our Culture 

Our culture is anchored in excellence, meaning constant improvement, and it is deeply tied to our mission. Because markets are objective, competitive, and getting smarter everyday, we need to keep rapidly improving to have any chance of beating them. Truth is our most essential tool for engaging with the markets and constantly improving because once you know what's true about your problems and opportunities, you can determine how to get better. Valuing truth means being transparent about your decision-making and mistakes, giving and receiving feedback with humility, and fighting for the best answers over hierarchy, ego, or self-interest. Operating this way is hard – it's only possible because we build meaning in our work and relationships. This meaning comes from the audacity of the mission, and the joy of working alongside people who make you a better version of yourself. The culture, like Bridgewater itself, is always evolving. In 1997 our founder Ray Dalio wrote down his lessons, starting with a Philosophy Statement which remains our foundation. This later evolved into a set of 300+ Principles. In 2022, when Ray transitioned the company, we re-underwrote several of those principles and evolved others, with a specific focus on Meritocracy. Today the culture sits, alongside our people, as our most important edge. When we get it right, it’s the engine that powers everything else. 

About the Investment Implementation Department  

The Investment Implementation department is a community of diverse investment professionals whose mission is to implement our investment strategies and client portfolios excellently. Our Department is responsible for ensuring the excellent implementation of our systematic investment approach, from raw data to executed trades, with processes and logic that reflect the full richness of our investment insight, executed with a near-zero error rate, and engineered and orchestrated in a way that facilitates oversight and compounding. This is an investment department, owning the investment outcomes, and the mandate includes both the ‘run’ responsibility and the ‘transform’ responsibility, meaning daily operations as well as over time renovation of our systems.  

We fulfill our mission by applying four operating principles:  

  • Understand and deliver internal client needs. Partner with our internal clients to understand, offer implementation designs, and deliver solutions, while proactively educating and communicating outcomes to ACLs (Asset Class Leads) and CIOs.  
  • Own our investment intent. Own our investment intent in full, in letter and spirit.    
  • Continuously improve. Have and evolve an investment pipeline to meet current and future internal client needs.    
  • Systematically and relentlessly deliver quality outcomes. Apply our best logic systematically, discipline, expertise, and controls to every signal, position, and trade in every market 

About the Team 

As part of the research team, the Signal Implementation group is responsible for owning and deeply understanding both the data that flows from the outside world and the logic applied to it within Bridgewater’s systematic trading systems. 

 About Your Role 

As a Data Associate, you will help us achieve our mission by owning and deeply understanding the data and logic used to build Bridgewater’s systematic trading systems. This means understanding the content itself, the process by which the content is updated, validated, and evolved and how this content fits into Bridgewater’s understanding of the world. 

In this role, you will be expected to understand both the current data ecosystem and the needs of investment professionals, with a long-term vision for how our investment data ecosystem should scale and adapt over time. You will take ownership of key data workflows, ensuring high standards for investment data quality and consistency across the firm. This is a fast paced, critical function that directly impacts portfolio construction and research alpha. 

We are looking for someone who combines a rigorous analytical mindset with a passion for data, content integrity, and system improvement. The ideal candidate has several years of experience working with data systems. 

Interested in learning more about working at Bridgewater? Hear about the experiences of our employees here. 

You will drive the following responsibilities: 

  • Understanding sets of investment “data concepts” - how outside data is used at Bridgewater from both a conceptual investment and technical construction perspective (e.g., pricing, macroeconomic, fundamentals, alternative data). 
  • Validating the accuracy of those data concepts - providing domain expertise in content understanding, especially around market, security master, and time-series data.<