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 .

Sales Assistant

PPG Industries · Edinburgh, Midlothian

Sales Assistant

Edinburgh (Peffer Place) Johnstone’s Decorating Centre

Full Time | Permanent

Position Summary

We now have an exciting, permanent vacancy for a Sales Assistant within our Architectural Coatings division. We’re looking for a customer focused individual to become a key member of our friendly and supportive team. Previous experience in a customer facing environment and a good understanding of IT systems is desirable, but not essential, as we will support you all along the way with in-store training.

Why you’ll love working here…

  • Competitive starting salary with yearly reviews

  • Competitive bonus structure starting at 15% for achieving budget, with potential to earn up to 42% of your salary for overachieving budget.

  • 33 days of annual leave, including bank holidays

  • Guaranteed 39 hours pay per week with overtime or lieu time available

  • Great work/life balance: Our stores are closed Saturday afternoons and Sundays, with no late evenings after 5pm!

  • Generous company pension contributions

  • Excellent career progression: We develop our people with online opportunities and the PPG Training Academy

  • Fantastic company-funded private healthcare plan, with options to extend coverage to family members

  • Generous staff discount on paint and decorating tools at Johnstone’s Decorating Centre

  • Colleague recognition program that recognises and rewards our colleagues

  • Inclusive and engaging workplace – We foster a culture of inclusion for all (Our engagement scores show it!)

  • Colleague assistance programme for 24/7 wellbeing support and cycle to work scheme

A day in the life of…

As a Sales Assistant, your responsibilities will include:

  • Serve customers on the trade counter and in store, in a friendly and professional manner.

  • Undertake all required training to help you to confidently select the correct product for our customers’ needs and to promote our brand.

  • Ensure your store always looks well-presented and clean.

  • Follow stock management procedures by taking in deliveries and keeping the shelves full.

Key Skills…

  • Previous experience in a customer facing environment is desirable

  • Good communications skills with a positive customer focusses attitude

  • Good understanding of IT systems

  • Flexibility towards working hours and duties

  • Driving license in desirable but not essential

At PPG, we use AI in the hiring process to make it more efficient. AI tools do not make hiring decisions. You can learn more by visiting https://careers.ppg.com/us/en/candidate-resources.

#WeAreHiringPPGUK

PPG pay ranges and benefits can vary by location which allows us to compensate employees competitively in different geographic markets. PPG considers several factors in making compensation decisions including, but not limited to, skill sets, experience and training, qualifications and education, licensure and certifications, and other organizational needs. Other incentives may apply. 
 
Our employee benefits programs are designed to support the health and well-being of our employees. Any insurance coverages and benefits will be in accordance with the terms and conditions of the applicable plans and associated governing plan documents.