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 .

Technical Instructor - Cybersecurity/Software Engineering

Perscholashires · Chicago, Illinois, United States

ABOUT PER SCHOLAS:

For 30 years, Per Scholas has been on a mission to drive mobility and opportunity in the ever-advancing technology landscape by unlocking the untapped potential of individuals, uplifting communities, and meeting the needs of employers through rigorous tech training. By teaming up with dynamic employer partners, ranging from Fortune 500 companies to innovative startups, we're forging inclusive tech talent pipelines, fulfilling an ever-increasing need for skilled talent. With national remote training and campuses in 20+ cities and counting, Per Scholas offers no-cost training programs in the most sought-after tech skills, spanning Cloud, Cybersecurity, Data Engineering, IT Support, Software Engineering, and more. To date, 30,000+ individuals have been trained through Per Scholas, propelling their professional trajectories into high-growth tech careers with salaries three times higher than their pre-training earnings. Learn more by visiting PerScholas.org and follow us on LinkedIn, X, Facebook, Instagram, and YouTube.

Per Scholas preferred hires reside within the following states: AZ, CA, CO, FL, GA, IL, IN, KS, MD, MA, MI, MO, NC, NJ, NY, OH, PA, TX, WA

 

REPORTS TO: Site Director 

LOCATION: Chicago, Illinois

Who We Are Looking For 

Per Scholas is seeking a multi-talented Technical Instructor to deliver high-end training in both Cybersecurity and Software Engineering. You will play a critical role in our mission to unlock untapped potential and create inclusive tech talent pipelines for entry-to-mid-level roles.

 

Per Scholas is seeking a Technical Instructor to deliver high-end technical training to underemployed and unemployed community residents for purposes of higher economic development and improvement of quality of life at the Per Scholas Chicago Campus in the Loop, and at our satellite campus on the South Side. The Technical Instructor must be self-directed and self-motivated, and comfortable with making intermediate-level decisions to adapt processes and curriculum delivery based on current conditions. The Technical Instructor works in collaboration with peers with learner support and works with the Managing Director to change policies, procedures, and strategic planning. 

WHAT YOU’LL DO

Instruction & Facilitation

  • Using a structured and approved curriculum, conduct a full-time, 15-week cycle of technical training to prepare students for entry to mid-level jobs in the field of Cyber Security and/or Software Engineering. Technical training competencies include but are not limited to: hardware, software, networking, security, server, mobility, virtualization, and project management.  
  • Deliver technology skills training and assessments to prepare students for entry-level to mid-level careers in the field of software development and Cybersecurity 
  • Daily instruction, assessment administration, attendance, one-on-one tutoring, evaluation, and monitoring of individual student progress.
  • Facilitate a highly interactive, hands-on instructional style leveraging a flipped classroom model and simulating workplace environments. Comfortable facilitating project-based learning that simulates real-world engineering workflows, including teamwork, deadlines, and iterative improvement.
  • Utilize in-house Learning Management System for assignments, tests, and real-time performance monitoring
  • Manage and appropriately utilize a teaching assistant 
  • Maintain regular office hours

WHAT YOU’LL BRING TO US

Professional Requirements

  • The "Full-Stack": Strong proficiency in modern JavaScript and frontend development, including HTML5, CSS3, and React (or comparable frameworks).  Experience building backend services using Node.js, RESTful APIs, and server-side application architecture. Working knowledge of relational databases (SQL); familiarity with NoSQL databases is a plus. 
  • Engineering Fundamentals: Solid understanding of core software engineering practices, including version control (Git/GitHub), debugging techniques, API integration, and collaborative development workflows.
  • Security Credentials: Expert-level knowledge in networking, virtualization, and server management. 
  • CompTIA Security+ 701 is required.
  • Teaching Experience: Proven ability to teach adults in a hands-on environment. Experience with lesson planning and student assessment is required.
  • Physical Requirement: Must be able to comfortably and frequently lift 50lbs.

Personal Characteristics

  • Mission-Driven: You believe talent is universal but opportunity is not; you are a catalyst for social change.
  • Adaptable: You can pivot from debugging a React component to analyzing a packet capture in Wireshark.
  • Collaborative: You thrive in a fast-paced environment and enjoy working cross-functionally with Career Coaches and Program Managers.

COMPENSATION

For this dual-competency role, we are targeting a salary of $75,000/year, determined by geography and the specific depth of experience in both disciplines.

#LI-Onsite

QUESTIONS?

If you have any questions about this role, please feel free to email our Talent team at [email protected]. We look forward to viewing your application!

Equal Employment Opportunity

We're proud to be an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to age, race, color, religion, sex, sexual orientation, gender identity or national origin.

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