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 Platform EngineerSan Francisco

Kikoff · United States

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Senior Platform Engineer

San Francisco
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Kikoff: A FinTech Unicorn Powering Financial Progress with AI
At Kikoff, our mission is to provide radically affordable financial tools to help consumers achieve financial security. We're a profitable, high growth FinTech unicorn serving millions of people, many of whom are building credit or navigating life paycheck to paycheck. With innovative technology and AI, we simplify credit building, reduce debt, and expand access to financial opportunities to those who need them the most. Founded in 2019, Kikoff is headquartered in San Francisco and backed by top-tier VC investors and NBA star Stephen Curry.

 

Why Kikoff:

This is a consumer fintech startup, and you will be working with serial entrepreneurs who have built strong consumer brands and innovative products. We value extreme ownership, clear communication, a strong sense of craftsmanship, and the desire to create lasting work and work relationships. Yes, you can build an exciting business AND have real-life real-customer impact.

About the Role

You'll be one of our first platform engineers building the foundation for our fintech engineering organization as we scale from startup to enterprise-grade operations.

This is not a "keep the lights on" operations role. You'll build internal products - self-service tools and automated workflows that make secure, compliant infrastructure invisible to product teams. Your customers are engineers; your metrics are their velocity and our security posture.

 

In This Role, You Will

Build & Automate

  • Design self-service infrastructure using AWS (ECS, RDS, S3, Lambda, IAM) and Pulumi/TypeScript

  • Create automation that eliminates manual work

  • Build and optimize CI/CD pipelines for fast, safe deployments

Enable & Scale

  • Establish monitoring, alerting, and observability systems

  • Build documentation and runbooks that empower teams to self-serve

  • Work with product teams to understand friction points

Improve & Secure

  • Balance fintech compliance requirements with developer experience

  • Participate in incident response and postmortems

  • Optimize system performance, scalability, and cost

  • Implement security controls that satisfy regulatory requirements

Collaborate

  • Treat platform as product: gather feedback, measure adoption, drive improvements

  • Partner with engineers and stakeholders to set technical strategy

  • Explain technical decisions clearly to non-technical audiences

 

Qualifications

  • 5+ years infrastructure, platform, or DevOps engineering

  • Production AWS (EC2, ECS/Fargate, RDS, S3, Lambda, VPC, IAM)

  • Infrastructure-as-code (Pulumi or Terraform- we use Pulumi/TypeScript)

  • CI/CD pipelines (GitHub Actions, GitLab CI, Jenkins, or similar)

  • Containers (Docker, ECS, or Kubernetes)

  • Monitoring tools (Datadog, Prometheus, CloudWatch, or similar)

  • Strong coding skills in Ruby, Python, Go, TypeScript, or similar

  • Track record building platforms that teams actually adopted

Bonus points for:

  • Fintech or regulated industry experience (SOC 2, PCI-DSS)

  • Security automation or compliance tooling

  • 0→1 infrastructure building experience

  • Data and ML infrastructure or MLOps background

 

Specialization Areas

During interviews, we'll discuss your focus area. All roles are 70% specialty, 30% general platform work.

Security & Compliance: Secure architectures, IAM systems, security automation, SOC 2/PCI-DSS frameworks, audit preparation

Site Reliability: Observability platforms, intelligent alerting, SLOs/error budgets, disaster recovery, performance optimization

Developer Experience: Self-service provisioning, CI/CD optimization, internal platforms, reusable infrastructure patterns

Base Range

$244,000 - $292,000 USD

Equal Employment Opportunity Statement

Kikoff Inc. is an equal opportunity employer. We are committed to complying with all federal, state, and local laws providing equal employment opportunities and considers qualified applicants without regard to race, color, religion, creed, gender, national origin, age, disability, veteran status, marital status, pregnancy, sex, gender expression or identity, sexual orientation, citizenship, or any other legally protected class.

Please reference the following for more information.

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