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 .

Intern - Modelling

NielsenIQ · Bogotá, Bogota, co

 We are looking for a talented intern to join the Advanced Analytics Team, with strong skills in data analysis, insight generation, and model knowledge to support, execute, and manage projects. You will work within the Modeling team, contributing to the development of projects aimed at optimizing client decision-making, particularly in areas such as pricing and promotions. This will involve leveraging statistical tools, programming, creating deliverables, and assisting with presentations, training sessions, and tool delivery. You will be part of a team that works with real data, helping major brands understand their performance and competition!

Responsibilities

As part of the team, your role will be key in ensuring that our clients receive clear, accurate, and valuable information. Some of your tasks will include:

1. Data Analysis: Extracting and organizing information to create both simple and complex reports. You will learn to conduct in-depth analyses that will be delivered to clients.

2. Client Deliverables: Supporting the creation of periodic and ad-hoc reports with key insights on consumer behavior and market strategies.

3. Client Interaction: Assisting in the preparation of deliverables used to guide business decisions.

4. Process Optimization: Identifying opportunities to improve workflows and enhance efficiency.

5. Support in Statistical Analysis: Assisting in the development of descriptive statistics and econometric models to generate insights.

6. Administrative Support: Creating and tracking tickets, as well as preparing training materials for the team.

1. Final-year students in Statistics, Economics, Industrial Engineering, or Business Administration.

2. Clear, confident, and effective communication skills.

3. Experience with data processing and programming tools such as Python, SQL, or Power BI.

4. Proficiency in Microsoft Excel for data analysis and reporting.

5. Strong analytical and problem-solving skills, with great attention to detail.

6. Fluency in written and spoken English.

1. Hybrid Work: Enjoy the flexibility of working from home while going to the office as needed by the team.

2. Professional Development: Learn from an expert team and access resources to continue enhancing your skills in analytics and marketing.

3. Dynamic Environment: A collaborative and challenging setting where you can apply what you learn in your studies.

4. Growth Opportunities: Develop your career and gain the chance to contribute to key projects with major brands.

5. Enjoy two days off during your internship, along with discounts at various brands.

Our Benefits

  • Flexible working environment
  • Volunteer time off
  • LinkedIn Learning
  • Employee-Assistance-Program (EAP)

NIQ may utilize artificial intelligence (AI) tools at various stages of the recruitment process, including résumé screening, candidate assessments, interview scheduling, job matching, communication support, and certain administrative tasks that help streamline workflows. These tools are intended to improve efficiency and support fair and consistent evaluation based on job-related criteria. All use of AI is governed by NIQ’s principles of fairness, transparency, human oversight, and inclusion. Final hiring decisions are made exclusively by humans. NIQ regularly reviews its AI tools to help mitigate bias and ensure compliance with applicable laws and regulations. If you have questions, require accommodations, or wish to request human review were permitted by law, please contact your local HR representative. For more information, please visit NIQ’s AI Safety Policies and Guiding Principles: https://www.nielseniq.com/global/en/ai-safety-policies.

About NIQ

NIQ is the world’s leading consumer intelligence company, delivering the most complete understanding of consumer buying behavior and revealing new pathways to growth. In 2023, NIQ combined with GfK, bringing together the two industry leaders with unparalleled global reach. With a holistic retail read and the most comprehensive consumer insights—delivered with advanced analytics through state-of-the-art platforms—NIQ delivers the Full View™. NIQ is an Advent International portfolio company with operations in 100+ markets, covering more than 90% of the world’s population.

For more information, visit NIQ.com

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Our commitment to Diversity, Equity, and Inclusion

At NIQ, we are steadfast in our commitment to fostering an inclusive workplace that mirrors the rich diversity of the communities and markets we serve. We believe that embracing a wide range of perspectives drives innovation and excellence.  All employment decisions at NIQ are made without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, marital status, veteran status, or any other characteristic protected by applicable laws. We invite individuals who share our dedication to inclusivity and equity to join us in making a meaningful impact. To learn more about our ongoing efforts in diversity and inclusion, please visit the https://nielseniq.com/global/en/news-center/diversity-inclusion