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 .

Application Engineer, CNC & Sheet

Xometry · Bangalore, India

Full-time Hybrid

Xometry (NASDAQ: XMTR) powers the industries of today and tomorrow by connecting the people with big ideas to the manufacturers who can bring them to life. Xometry’s digital marketplace gives manufacturers the critical resources they need to grow their business while also making it easy for buyers at Fortune 1000 companies to tap into global manufacturing capacity.

We are looking for an Application Engineer to support our Sales and Engineering teams. In this role, you will analyze CAD models and technical drawings, assess manufacturability, calculate costs, and provide DFM feedback to ensure accurate and timely quoting for our customers. This position combines deep technical expertise in manufacturing processes with strong analytical and communication skills.

Responsibilities:

  • Analyze drawings and CAD models (in English)
  • Calculate manufacturing costs (materials, machining hours, post-processing)
  • Provide recommendations on manufacturing processes where needed
  • Document and transfer calculations to the Sales/Commercial team
  • Review 3D models and 2D drawings for quoting and manufacturability feedback
  • Organize RFQs and clarify details with Sales and Engineering teams
  • Maintain quote databases and ensure timely updates
  • Deliver high-quality and accurate quotes ideally within 1–2 working hours
  • Support process automation initiatives and workflow optimization

Requirements:

  • Bachelor’s degree in Mechanical, Manufacturing, or Process Engineering, or a related technical field
  • 5+ years of experience in metalworking / mechanical engineering
  • Expert knowledge of machining and fabrication processes: turning, milling, CNC machining, EDM, laser/waterjet/plasma cutting, sheet metal processing, welding
  • Understanding of post-processing methods: polishing, hardening, heat treatment, anodizing, sand/shot blasting, coatings, painting
  • Knowledge of different materials (metals, plastics, composites) and their processing properties
  • English level B2+
  • Customer-oriented mindset and ability to clearly explain technical details
  • Strong attention to detail and ability to work under time pressure
  • IT-enthusiast, ready to adopt modern tools and software (CAD/CAM, CRM, cloud systems)

Core Technical Expertise:

  • Technical drawing interpretation – proficiency 5/5
  • Tooling & fixture design for machining, assembly, and welding – proficiency 3/5
  • Manufacturing processes expertise: laser/waterjet cutting, turning, milling, grinding, EDM, sheet metal fabrication – proficiency 5/5
  • Coatings and heat treatment – proficiency 3/5
  • Labor intensity and manufacturability assessment – proficiency 5/5
  • CAM programming for CNC (SolidWorks, Fusion 360, CypCut) – proficiency 3/5, with readiness for further training

Work Conditions:

  • 3 days/week in office
  • First 3 months on hybrid shift, then shifting to day shift

#LI-Hybrid

Xometry is an equal opportunity employer. All applicants will be considered for employment without attention to race, color, religion, sex, sexual orientation, gender identity, national origin, veteran, or disability status.

For US based roles: Xometry participates in E-Verify and after a job offer is accepted, will provide the federal government with your Form I-9 information to confirm that you are authorized to work in the U.S.