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 .

Project Engineer - Power Boilers

Zeeco · Milan

Zeeco Italy is searching for a talented Project Engineer, based in our new  office, located in Cinisello Balsamo (MI).
The position will require knowledge of all Zeeco products, with a focus on Power Boilers division products and relevant technical requirements. 

The Project Engineer –Power Boilers will be responsible for all aspects of assigned jobs to assure high quality products are delivered on time, within the assigned budget and satisfying the customer requirements. Duties include coordinating with the various internal and external disciplines, develop and maintain the procurement and manufacturing schedule, technical and commercial bid evaluations process with sub vendors, monitoring the assigned budget and handling technical and commercial correspondence as required.
Zeeco Italy is searching for a talented Project Engineer, based in our new  office, located in Cinisello Balsamo (MI).
The position will require knowledge of all Zeeco products, with a focus on Power Boilers division products and relevant technical requirements. 

The Project Engineer –Power Boilers will be responsible for all aspects of assigned jobs to assure high quality products are delivered on time, within the assigned budget and satisfying the customer requirements. Duties include coordinating with the various internal and external disciplines, develop and maintain the procurement and manufacturing schedule, technical and commercial bid evaluations process with sub vendors, monitoring the assigned budget and handling technical and commercial correspondence as required.

Responsabilities

  • Review Purchase Order and confirm scope of supply based on customer specifications and sales quotation.
  • Confirms equipment selection and design and perform / coordinate required disciplines
  • Coordinates drafting activities to makes sure all required drawings are completed on time.
  • Reviews  customer mark-ups, clarify the comments and instructs drafting as to disposition.
  • Ensure the costs will be within the assigned budget and manage any change with the customer and the suppliers.
  • Maintains delivery schedule based on Customer requirements and Zeeco workloads, including coordination of drafting, purchasing, manufacturing and quality control.
  • Pre-order  materials as required for meeting delivery.
  • Coordinate and provide information to the Quality Control Department for customer / job specifications
  • Coordinates all required technical and commercial correspondence related to the job. This includes all internal communications and all correspondence with the Customer, end user, sales reps, and/or outside consultants
  • Coordinates written advise and commercial resolution with Customer concerning any change to the scope of supply
  • Notifies Accounts Department when billings are to be sent
  • Perform other related duties as assigned. Some of these duties may include:
  • Support  to the sales and application engineer
  • Requirements

  • Degree in Engineering (Mechanical, Energy, Electrical, Chemical, etc.) and relevant experience in a manufacturing environment
  • Results driven and commitment to perform
  • A passion for Engineering and Business
  • Must be fluent in English and in Italian