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 QA Engineer(Data Platform Testing)

Experian · Hyderabad

Role Overview

We are looking for an experienced Automated Tester to build and evolve a robust, scalable automation capability across APIs, data pipelines, and our graphbased identity platform. This role spans CI/CD gating, automated data and contract validation, graph integrity testing, performance and regression testing, and full endtoend API testing within AWS. The successful candidate will ensure that our identity platform consistently meets quality, compliance, and operational standards.

Key Responsibilities

  • Design, implement, and maintain automated test suites across API, data workflow, and graph components, integrating them into CI/CD pipelines with quality gates (unit, static analysis/security, data quality, contract/compliance, and final integrity checks).
  • Own CI/CD quality enforcement, including gated releases, automated evidence of test results, and publish blocks when validation fails (e.g., consent, schema, integrity, scoring).
  • Develop automated contract and compliance checks, including schema validation, required fields mapping, TCF/consent validation, and PIIrisk checks aligned to governance requirements.
  • Build and execute automated endtoend API tests using tools such as Bruno, Insomnia, or Postman, validating API behaviour through API Gateway, Lambda integrations, and downstream data/graph operations.
  • Build data quality monitors (nulls/ranges, volume deltas, distribution checks) and statistical tests suited to identity clusters; operationalize them as part of routine runs.
  • Create graph integrity tests in Neo4j, covering node/edge parity, constraints, traversal path validation, merge/split detection, and evidencepath reproducibility checks.
  • Implement performance and resilience testing, including query latency targets, batch window completion for rebuilds, and regression suites for every deployment.
  • Contribute to operational guardrails by instrumenting monitoring, alerting, and costaware test strategies; collaborate with engineering to ensure predictable weekly rebuild cadence and controlled adhoc extracts.

API Testing

  • Ability to design and implement endtoend automated API tests using Bruno, Insomnia, Postman, or similar frameworks.
  • Strong understanding of REST API behaviours, request chaining, environment variables, authentication flows, and test assertions.
  • Experience testing APIs running on AWS API Gateway with Lambda backends, including understanding of routing, payload transformations, throttling, and logging.

AWS

  • Handson experience with:
    • S3 (structured landing/prepared zones and artefact validation).
    • IAM (roles/permissions for automated testing and leastprivilege CI/CD).
    • Airflow/MWAA (endtoend workflow testing, scheduled rebuilds, and validation tasks).
    • Logging/monitoring (instrumentation for quality gates, alerts, and evidence capture).

Data API Testing

  • Data contract and schema validation; automated data quality checks (null/range, volume deltas, distribution/consistency) for identity datasets.
  • Performance testing for query latency and batchprocess windows; regression testing for rebuilds and deployments.
  • Compliance validation (consent enforcement, PII risk, auditready outputs) integrated into automated pipelines.


Qualifications
  • Drift detection and score distribution monitoring for identity resolution outcomes; alerting on behavioural/statistical shifts.
  • Consent and governance checks that mirror operational policies (e.g., consentonly processing at node/edge level, versioncontrolled thresholds).
  • Prior testing experience with identity resolution / data science / probabilistic systemsincluding calibration/threshold validation and explainability.
  • Familiarity with observability (alerts, dashboards) to uphold guardrails on performance, resilience, and cost visibility.
  • Python, Data testing, API Testing, Reporting, Automation
  • Strong CI/CD automation with gated release controls and the ability to block publication when gates fail (e.g., consent, integrity, scoring). Experience integrating automated suites into Harness CI/CD tool.

NicetoHave Experience:

  • Datadriven SaaS platforms; regulated data processing environments
  • Contracttesting frameworks (e.g., Pact) and propertybased testing approaches
  • Cloud observability stacks (e.g., CloudWatch/OpenSearch/Grafana) for pipeline and API SLOs