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 .

Senior DevOps Engineer

Merck KGaA · Bangalore, Karnataka

 

Work Your Magic with us!  

 

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As a Senior IT Systems & DevOps Engineer, you will be responsible for IT systems, incident, change, and release management. You will ensure the seamless deployment of new releases, maintaining system stability, security, and compliance in a regulated environment. You will collaborate with cross-functional teams, manage stakeholder communications, and drive automation and optimization across cloud-based platforms supporting drug discovery and development.

 

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  • Oversee incident, change, and release management for IT systems, ensuring compliance with regulatory standards.
  • Manage Azure AD  for identity and access management, including authentication flows for internal and third-party services.
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  • Collaborate with cross-functional teams to influence architectural decisions and align infrastructure with business goals.
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Your Skills & Experience:

Must-Have:

 

  • 8+ years of experience in IT systems management, DevOps, cloud infrastructure, and automation.
  • Strong expertise in Change, Release, Incident, and Problem Management.
  • Hands-on experience with Azure DevOps (project configurations, repositories, pipelines, environments).
  • Strong knowledge of AWS services (VPC, IAM, STS, EKS, RDS, EC2, ECS, Route53, CloudWatch, CloudTrail, Secrets Manager, S3, API Gateway, Lambda, MWAA).
  • Experience with Linux, Windows servers, and Oracle PLSQL.
  • Strong understanding of IT landscapes and a willingness to work on diverse IT systems.
  • Hands-on experience with containerization and Kubernetes (Docker, Helm, ArgoCD).
  • Proficiency in Python scripting for automation and workflow integration.
  • Experience with Infrastructure as Code (IaC) using Terraform and AWS CloudFormation.
  • Strong experience in observability, security, and compliance frameworks, including RBAC, secrets management, and monitoring tools.
  • Global stakeholder management experience with excellent English communication skills (written & oral).

 

Good to Have:

 

  • Experience in a regulated industry (GxP, Pharma, Life Sciences).
  • Familiarity with Agile ways of working.
  • Knowledge of Next.js, Storybook, Tailwind, TypeScript for front-end development.
  • Experience with PostgreSQL, OpenSearch/Elasticsearch for data management.
  • Familiarity with R and SAS for data analysis and statistical modeling.
  • Understanding of AWS billing practices and cost optimization tools.

 

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Apply now and become a part of a team that is dedicated to Sparking Discovery and Elevating Humanity!