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 .

Pilot Plant Technician

Danone · Utrecht, Netherlands

About The Job Are you passionate about food processing and excited to work hands-on with innovative technologies? At Danone’s Global R&I Center in Utrecht, we are looking for a Pilot Plant Technician who thrives in a practical, dynamic environment and enjoys executing pilot-scale trials together with Product Developers and Process Technologists. About the Role As a Pilot Plant Technician, you’ll be hands-on in our Pilot Plant, executing powder- and liquid focused trials from start to finish —from preparing the feed, running the spray dryer up to dry blending and packing the final pilot samples. You’ll work side-by-side with Product Developers and Process Technologists to translate trial requests into pilot trials, while keeping the pilot plant and equipment clean and maintained. Your Key Responsibilities Execute pilot trials together with Product & Process Developers Operate, set up and shut down pilot equipment used for liquid processing and powder production (e.g., dissolving, heat treatment, evaporation, spray drying and powder blending) Ensure a safe, clean and food-safe workplace by following hygiene and food safety requirements (ISO 22000). Take ownership of specific equipment and carry out routine checks. About You You’re a hands-on technician who enjoys being on the floor and making trials happen. You’re energized by processing small scale specialized nutrition batches, and take pride in a safe, high quality execution and leaving the pilot area ready for the next run. You work accurately, collaborate easily with technologists and developers, and you’re comfortable following structured food safety ways of working (ISO 22000) Your Background MBO or HBO in Food & Process Technology or similar, or VAPRO C with a food background. Experience in food processing is a plus. Familiarity with quality systems (e.g., ISO 22000, ISO 9001) is an advantage. Technical affinity and interest in processing equipment. Strong communication skills and a collaborative mindset. You are comfortable speaking and writing in in English; Dutch is a plus. About Us At Danone we are committed to our mission “bringing health, through food to as many people as possible”. We are working together to make sure that our brands, like Nutricia and Nutrilon, create real benefits for people, communities and the planet. You will be part of one of the largest Certified B Corps™ in the world. Being B Corp means to be part of a select movement of companies verified to be meeting the highest standards of social and environmental criteria and using business as a force for good. One Planet. One Health. Our state-of-the-art research and innovation center builds bridges between food and science and is global in reach, founded on over 125 years of experience in life & food science, technology and user experience and is at the forefront of pioneering advances in specialized nutrition. We offer: All Danoners receive a complete package of benefits. This includes a competitive salary and yearly bonus, a premium free pension, 30 days of annual leave (with the opportunity to purchase more) and you will receive a monthly health care allowance. In addition, you can get discount on your gym membership, and we offer initiatives focused on nutrition, physical, and mental health. We provide continuous learning opportunities through workshops, online courses and training sessions. We put people at the center of everything we do. Bring your unique perspective, ambitions and ideas to the table – the impact you could make might surprise you. We are committed to embrace diversity, nurturing an inclusive workplace where every individual is valued; Diversity, Equity, and Inclusion (DEI) is deeply embedded in Danone's DNA.