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 .

Mechanical Engineer

Sereact · Stuttgart Schockenriedstr. 17

Who We Are:

We build the intelligence that lets robots sense, reason, and act in the real world—moving beyond the lab and into everyday industrial settings like warehouses and factories. Our technology closes the automation gaps that traditional systems can’t solve. We are on a mission to redefine how physical work gets done, and we’re looking for curious, bold thinkers to help shape the future of robotics with us.

Overview:

We are looking for a talented mechanical engineer to design innovative systems and components for AI-driven robots. In this role, you'll create detailed 3D models and technical drawings for fabrication, collaborate closely with engineering teams to ensure seamless integration with electrical and software systems, conduct mechanical simulations and performance testing, and optimize designs for cost, efficiency, and manufacturability.

Your Responsibilities:

Design and Testing:

  • Design mechanical systems and components for AI-driven robots.

  • Create detailed 3D models and technical drawings for fabrication.

  • Collaborate with engineering teams to ensure seamless integration of mechanical components with electrical and software systems.

  • Optimize designs for cost, efficiency, and manufacturability.

Qualifications & Requirements:

  • Bachelor’s or Master’s degree in Mechanical Engineering, Mechatronics, Computational Mechanics, Engineering Science or related field.

  • 1+ year of experience in mechanical design, ideally in robotics or automation.

  • Experience in industrial design or special purpose machinery is a plus

  • Proficiency with CAD tools like SolidWorks, AutoCAD, Creo or similar.

  • Understanding of mechanical testing and prototyping processes.

  • Strong knowledge of material properties, manufacturing methods, and system integration.

  • Willingness to travel 25% desirable

Our interview plan:

  • Application

  • Take‑home assignment: You’ll work on a short, role‑relevant task with clear instructions and a deadline.

  • Cultural fit interview (40 min): A conversation about how you work, what motivates you, and what you’re looking for. Expect CV highlights, your “why,” and time for your questions.

  • Technical fit interview (45 min): A deeper dive into your skills and problem‑solving approach for this role.

  • On‑site visit: Meet the team in our office and collaborate on a real challenge similar to the work you’d do here. You’ll also meet a founder; we aim to give you a clear feel for the role and environment.

What We Offer:

  • Wellpass (gym membership)

  • Flexible working hours

  • Free Snacks and Beverages

  • A motivated team and an open corporate culture

  • Competitive compensation and excellent career development opportunities

Note to applicants: We are currently experiencing a high volume of interest in this role. Due to this, our review process is taking a bit longer than usual. We appreciate your patience.