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 .

Engineering Intern (Summer 2026)

Glossgenius · New York City

About GlossGenius

GlossGenius is an all-in-one solution that over 100,000 customers within the beauty and wellness industry rely on to manage their critical business needs. We like to think of ourselves as a business-in-a-box solution, tailored to the professionals we serve.

Our powerful yet easy-to-use app offers a range of business management tools such as booking and scheduling, advanced marketing, insightful analytics, payment processing, stunning card readers, web hosting – the list goes on. Our mission as a company is to empower small business owners to get back to what they love doing – their creative work – instead of the overwhelming administrative tasks that come with running a business. 

Since 2016, we’ve become an industry leader and disruptor, and we’re poised to continue capitalizing on the momentum our growing, talented team has created. We’re hyper-focused on continuing to evolve the best vertically-focused operating system to centralize the value chain in the beauty and wellness space. We have a proven product-market fit, a strong customer base, and a forward-thinking company culture propelling us into our next phase of growth. 

As we continue to expand our reach and impact, we are seeking highly motivated and talented engineering interns to join our dynamic team for the Summer of 2026. 

Position: Engineering Intern 

Location: NYC

Duration: ~10 weeks, from ~June to ~August 2026

About the Role

Our goal at GlossGenius is to help small businesses achieve their highest potential - and in order to do that, we need to continue to grow our incredibly talented team. We are looking to hire an individual who is motivated by a challenge, loves being on the cutting edge of technology, and is excited about getting real-world experience building products that will be used by our customers. You will work closely with our extremely talented and experienced engineering team to contribute to the development and enhancement of our products. You will report to an engineering manager on our team. 

More on What You’ll Do

  • Software Development: Collaborate with senior engineers to design, develop, and test new features and functionalities for our web and mobile applications. Your contributions will directly impact the experiences of our users, including beauty professionals and clients.
  • Coding and Troubleshooting: Write clean and efficient code while adhering to industry best practices and GlossGenius coding standards. Participate in debugging and troubleshooting to identify and resolve issues promptly.
  • Product Improvement: Provide valuable insights and suggestions for improving the user interface, user experience, and overall performance of our software applications.
  • Data Analysis: Collaborate with data analysts to collect and analyze data related to user interactions with our platform. Use data-driven insights to inform engineering decisions.
  • Learning and Growth: Proactively seek opportunities to learn and expand your skills in various technologies and development methodologies. Stay up-to-date with industry trends and best practices.

What We’re Looking For

  • Currently pursuing a B.S. in Computer Science or related technical field, with a graduation date between 2027 and 2028. 
  • Proficient in programming in one or more of the following languages: Javascript/Typescript, Ruby, Kotlin,
  • Familiarity with web development frameworks and libraries such as Micronaut, gRPC, DataDog, Postgres, SQL/Jooq, Liquibase, React.
  • Solid understanding of software development principles and best practices.
  • Excellent problem-solving skills and the ability to work independently or as part of a team.
  • Eagerness to learn, adapt, and take on new challenges in a fast-paced startup environment.
  • Strong communication skills to effectively collaborate with team members and stakeholders.
  • Availability to work from our office in Union Square, NYC.

Let’s Not Gloss Over the Benefits

  • Hands-on experience in a fast-growing tech startup, working on real-world projects.
  • Mentorship from experienced engineers and exposure to industry-leading technologies.
  • Networking opportunities with professionals in the tech industry (and beyond!).
  • A supportive and inclusive work culture that values creativity, diversity, and innovation.
  • Potential for future career opportunities based on performance and company growth.
  • In office perks such as snacks, beverages, and weekly lunch, plus ad hoc team bonding opportunities throughout the summer. 

The starting base salary for this role in New York is between $25 - $50 per hour. The hourly rate offered is dependent upon many factors including skills, experience, location, and education. The pay range is subject to change and may be modified in the future.

Personal Information: Notice at Collection for Employees and Applicants

Agency Submissions
If a resume or applicant is submitted to GlossGenius by a third party without a signed search agreement in place, it will become the property of GlossGenius and no fee will be paid, irrespective of whether the candidate is hired. 

GlossGenius may use automated tools, including artificial intelligence and machine learning systems (AI Tools), to assist in evaluating applicants’ qualifications and fitness for the position. These AI Tools may be used alongside human review during one or more stages of the recruiting process, including application screening, skills assessments, and interviewing. No final hiring decision will be made solely by AI Tools without human oversight.