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 .

Field Engineering Technician III

Iconcareers · Miami, Florida, United States

ICON is looking to add a Field Engineering Technician III to our Field Engineering team. As a Field Engineering Technician, you will independently commission, troubleshoot, and maintain ICON’s 3D printers and related systems safely, efficiently, and compliantly. They work with a high degree of autonomy on complex tasks, anticipating issues and mitigating risks while ensuring consistent operations. This role requires advanced mechanical and electrical knowledge, including proficiency in PLCs, VFDs, cabling, and troubleshooting. Field Engineering Technician's contribute as informal leaders, supporting team development by mentoring Field Engineering Technician I-level employees and guiding others in decision-making. They demonstrate strong communication and documentation practices, ensuring clear shift handoffs, accurate troubleshooting records, and operational alignment across teams. They consistently exhibit initiative, ownership, and operational discipline, enabling ICON to deliver reliable, groundbreaking technology in the field. This role is based in Miami, FL, and will require travel outside of the area for extended durations. This position reports to the Field Engineering Technician Lead.

 

RESPONSIBILITIES

  • Commission, troubleshoot, and maintain ICON’s 3D printers and related systems with minimal supervision.
  • Connect and disconnect electrical, pneumatic, and network cabling to facilitate printer mobility.
  • Independently resolve electrical, mechanical, and software issues, leveraging advanced troubleshooting skills.
  • Perform preventive maintenance, inspections, and monitoring of printer performance to reduce downtime.
  • Regularly analyze printer data to foresee potential issues and proactively address them.
  • Lead the coordination of complex tasks while ensuring team safety, operational efficiency, and compliance.
  • Document troubleshooting steps, repairs, replacements, and shift handoffs in ICON’s ticketing system.
  • Build strong working relationships with Print Operators and other cross-functional teams to ensure smooth project execution.
  • Train and mentor Field Engineering Technician I employees, contributing to their skill development and overall team effectiveness.
  • Follow SOPs, workflows, and team instructions with a disciplined, process-oriented approach.
  • Willingness to travel outside of Miami, FL, for multiple weeks at a time.
  • Flexible availability to work nights and weekends as needed.

MINIMUM REQUIREMENTS

  • 4+ years as a Field Engineering Technician I or equivalent experience in a technical, hands-on role.
  • Ability to read wiring diagrams and terminate cables (e.g., camlock power, EtherCAT).
  • Strong troubleshooting skills across electrical, mechanical, and control systems.
  • Advanced knowledge of PLCs, VFDs, cabling, and related printer systems (preferred).
  • Works independently on complex tasks; anticipates issues and mitigates risks.
  • Strong communication and documentation skills.
  • Takes ownership of decisions in local operations; can guide and mentor peers when needed.
  • Willingness to travel outside of Miami, FL, including extended stays and on-call, nights, and weekends.
  • Proficiency in English, spoken and written
  • OSHA 10, CPR, and heavy equipment certifications.

 

PREFERRED REQUIREMENTS

  • Advanced proficiency with PLCs, VFDs, and electrical troubleshooting, including equipment replacement and manual controls.
  • Experience in remote device operation and system navigation.
  • Proficiency in welding (various types).
  • Experience contributing feedback to refine best practices and improve team workflows.

 

PHYSICAL / ENVIRONMENTAL REQUIREMENTS

  • Ability to lift and carry up to 50 pounds safely and regularly.
  • Comfortable working in various outdoor environments, including extreme temperatures (above 100°F or below freezing), sun, rain, mud, and areas with limited infrastructure (e.g., lack of electricity).
  • Comfortable standing and moving on your feet for the majority of the workday as well as climbing ladders and carrying material buckets.

 

 
ICON is an equal opportunity employer committed to fostering an innovative, inclusive, diverse and discrimination-free work environment. Employment with ICON is based on merit, competence, and qualifications. It is our policy to administer all personnel actions, including recruiting, hiring, training, and promoting employees, without regard to race, color, religion, gender, sexual orientation, gender identity, national origin or ancestry, age, disability, marital status, veteran status, or any other legally protected classification in accordance with applicable federal and state laws. Consistent with the obligations of these laws, ICON will make reasonable accommodations for qualified individuals with disabilities.

Furthermore, as a federal government contractor, the Company maintains an affirmative action program which furthers its commitment and complies with recordkeeping and reporting requirements under certain federal civil rights laws and regulations, including Executive Order 11246, Section 503 of the Rehabilitation Act of 1973 (as amended) and the Vietnam Era Veterans' Readjustment Assistance Act of 1974 (as amended).

Headhunters and recruitment agencies may not submit candidates through this application. ICON does not accept unsolicited headhunter and agency submissions for candidates and will not pay fees to any third-party agency without a prior agreement with ICON.

As part of our compliance with these obligations, the Company invites you to voluntarily self-identify as set forth below. Provision of such information is entirely voluntary and a decision to provide or not provide such information will not have any effect on your employment or subject you to any adverse treatment. Any and all information provided will be considered confidential, will be kept separate from your application and/or personnel file, and will only be used in accordance with applicable laws, orders and regulations, including those that require the information to be summarized and reported to the federal government for civil rights enforcement purposes.

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