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 .

Medical Assistant - Boynton Beach, FL

Premierdermatology · Boynton Beach, FL

Position Summary:

The Medical Assistant plays a pivotal role in supporting dermatology physicians by delivering high-quality patient care. Responsibilities include patient rooming, updating medical histories, documenting visit details, and assisting with various dermatological procedures such as biopsies, surgeries, and skin treatments.

Essential Functions:

To perform effectively in this role, the candidate must fulfill the following duties with or without reasonable accommodations:

  • Collaborate with a team to manage an average patient volume of up to 40 patients daily.
  • Document patient histories, including history of present illness (HPI), medical, surgical, and family history, medications, and allergies.
  • Prepare and assist with dermatological and cosmetic procedures, including ED&Cs, biopsies (shave and punch), ILK, I&D, Botox, laser treatments, excisions, and other surgical interventions.
  • Administer local anesthesia and remove sutures as directed.
  • Ensure strict adherence to sterile techniques and infection control practices.
  • Perform scribing responsibilities, including inputting templates and chart notes as directed by physicians.
  • Process prescription refills and manage prior authorizations.
  • Log pathology samples and coordinate with appropriate laboratories.
  • Operate specialized equipment such as Narrowband UVB and photodynamic therapy units.
  • Maintain and replenish liquid nitrogen containers.
  • Clean and stock examination rooms and supply areas.
  • Ensure adherence to organizational infection control protocols.
  • Maintain reliable and consistent attendance.
  • Perform other duties as assigned by the supervising physician or department lead.

Knowledge, Skills, & Responsibilities:

  • High School Diploma or GED required.
  • 0–3 years of medical assistant experience, preferably in dermatology.
  • Proficient in Microsoft Office applications.
  • Strong attention to detail with the ability to maintain accurate patient records.
  • Effective communication and teamwork skills.
  • Position requires travel to all other locations.

This role requires a proactive, dependable, and detail-oriented individual with the ability to manage multiple tasks in a dynamic healthcare environment. The ideal candidate demonstrates a strong commitment to patient care and operational excellence.

Physical and Mental Demands:

The physical and mental demands described below are representative of those required to perform this job successfully. Reasonable accommodations may be made for individuals with disabilities:

  • Physical Requirements:
    • Occasionally required to stand, walk, and sit for extended periods.
    • Use hands to handle objects, tools, or controls; reach with hands and arms.
    • Occasionally required to climb stairs, balance, stoop, kneel, bend, crouch, or crawl.
    • Occasionally lift, push, pull, or move up to 20 pounds.
  • Vision Requirements:
    • Close vision, distance vision, color vision, peripheral vision, depth perception, and the ability to adjust focus.

Note:
This job description is intended to provide a general overview of the role. Additional responsibilities may be assigned, or duties modified by the department supervisor based on operational needs.