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 .

Solutions Engineer

Pareto · US Remote

About us

At Pareto.AI, we’re on a mission to enable top talent around the world to participate in the development of cutting-edge AI models.

In coming years, AI models will transform how we work and create thousands of new AI training jobs for skilled talent around the world. We’ve joined forces with top AI and crowd researchers at Anthropic, Character.AI, Imbue, Stanford, and University of Pennsylvania to build a fair and ethical platform for AI developers to collaborate with domain experts to train bespoke AI models.

About this role

We’re seeking a Solutions Engineer to work alongside our sales, operations, customer success, and engineering teams. You will play a pivotal role in bridging the gap between our innovative technology solutions and the unique needs of our enterprise-level customers, utilizing your creativity to hack together effective solutions that address specific challenges.

You'd be a great fit at Pareto if:

  • You value dedicated teamwork, respect, and curiosity, as well as navigating communication in cross-functional, culturally diverse environments.

  • You excel at breaking down complex business challenges, offering creative solutions, and collaborating seamlessly with cross-functional teams to deliver transformative results for our enterprise customers.

  • You are devoted to meticulously overseeing projects from initiation to successful completion, ensuring seamless progress and successful outcomes.

  • You have a strong track record of project management and delivering results on time and within budget.

  • You are comfortable working in fast-paced environments and can adapt quickly to changing priorities.

  • You have excellent communication skills and can effectively convey complex ideas to both technical and non-technical stakeholders.

  • Proficient in rapid prototyping, you creatively address complex challenges, collaborating seamlessly with cross-functional teams to deliver transformative results for enterprise customers.

Key responsibilities:

  • Collaborate with prospective and existing customers to understand their business requirements and challenges.

  • Develop and prototype tailored solutions using the company's products or services to address customer needs.

  • Conduct product demonstrations and presentations to showcase the capabilities and benefits of the proposed solutions.

  • Take ownership of projects, managing them from initiation to successful delivery, ensuring alignment with customer expectations and project timelines.

  • Work closely with cross-functional teams, including sales, operations, customer success, and engineering, to ensure a cohesive approach to customer solutions.

  • Maintain a deep understanding of the company's products, technologies, and industry trends, serving as a subject matter expert for both internal teams and external customers.

  • Establish a feedback loop with customers to gather insights, understand evolving needs, and contribute to product enhancements.

What you’ll need:

  • Minimum 2 years of professional experience in project management, solutions engineering, software development, or customer engagement.

  • Proficiency with Python

  • Familiarity with Postgres or SQL

  • Educational background in web development (flexible regarding relevant degrees, certifications, and work experience).

  • Strong skills in Rest API usage.

  • Excellent communication skills, both written and verbal, with the ability to articulate technical concepts clearly.

  • Proven ability to thrive in a fast-paced environment, showcasing adaptability to evolving project dynamics.

  • Familiarity with product and design lifecycles, collaborating effectively with designers and product managers.

Nice to have:

  • Customer facing experience

  • A background in data engineering or data science

  • Proficiency in React or a recent JavaScript framework

  • Machine learning or AI knowledge

  • UI/UX understanding

Our stack:

  • Backend:

  • Django 5

    1. Python 3.12

    2. Celery

    3. Redis

  • Frontend:

  • React 18.2

  • Infra (AWS):

  • Fargate

    1. ECS

    2. RDS