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 .

Packaging Systems Engineer

Qualdoc · Richmond, VA

Job Title: Packaging Systems Engineer
Location: Richmond, VA
Job Type: Direct Hire 
Salary: Up to $75,000 (DOE)

Position Overview

This role focuses on driving improvements in packaging systems, component design, and manufacturing processes. The engineer will support projects from early concept through full implementation, including evaluation, design, testing, and post-launch optimization. The position involves collaboration across departments and leadership of smaller-scale initiatives to meet operational, quality, and regulatory goals.

Job Title: Packaging Systems Engineer
Location: Richmond, VA
Job Type: Direct Hire 
Salary: Up to $75,000 (DOE)

Position Overview

This role focuses on driving improvements in packaging systems, component design, and manufacturing processes. The engineer will support projects from early concept through full implementation, including evaluation, design, testing, and post-launch optimization. The position involves collaboration across departments and leadership of smaller-scale initiatives to meet operational, quality, and regulatory goals.

Core Responsibilities

  • Analyze current packaging operations to identify opportunities for improved quality, efficiency, compliance, and cost savings
  • Introduce and implement new materials, technologies, or methods within existing packaging systems
  • Update and refine processes to align with regulatory standards or accommodate new components
  • Define project objectives and assess multiple solution pathways
  • Develop actionable project plans, timelines, and priorities
  • Lead execution of smaller projects or key segments of larger initiatives
  • Investigate process issues and implement both immediate fixes and sustainable long-term solutions
  • Partner with cross-functional teams to enhance system performance and resolve operational challenges
  • Ensure all activities adhere to cGMP requirements and applicable regulatory standards
  • Required Qualifications

    Education & Experience

  • Bachelor’s degree in Engineering, Natural Sciences, or a related discipline
  • 4–6 years of experience in areas such as operations, quality, regulatory, procurement, or product development within pharmaceutical, biotech, or similar regulated manufacturing environments
  • Skills & Competencies

  • Strong written and verbal communication skills with high attention to detail
  • Working knowledge of cGMP, FDA regulations, and packaging-related compliance standards
  • Experience with packaging component qualification and material selection
  • Demonstrated problem-solving and project management capabilities
  • Ability to work effectively across teams and manage multiple priorities
  • Compensation & Benefits

  • Competitive salary based on experience
  • Medical, dental, and vision coverage
  • Company-paid short-term disability, life, and accidental death insurance
  • 401(k) with 4.5% company match and immediate vesting
  • Paid time off and holidays
  • Employee referral incentives
  • Manufacturing support benefits including company-provided work shoes, uniforms, and prescription safety eyewear