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 .

Solution Architect, Big Data

Tencent · France-Paris

Business Unit

Cloud & Smart Industries Group (CSIG) is responsible for promoting the company's cloud and industry Internet strategy. CSIG explores the interactions between users and industries to create innovative solutions for smart industries via technological advancements such as cloud, AI, and network security. While driving the digitalization of retail, medical, education, transportation and other industries, CSIG helps companies serve users in smarter ways, building a new ecosystem of intelligent industries that connect users and businesses.

What the Role Entails

Role Overview

As a key member of the Tencent Cloud Big Data team, you will be responsible for technical consulting and solution implementation for key overseas accounts. This role requires a blend of deep technical expertise in big data and a keen insight into the global cloud market. You will empower global enterprises to solve complex data challenges while showcasing the unique value of Tencent Cloud against competitors like AWS, Azure, and Google Cloud.

Key Responsibilities

  • Requirement Insight & Solution Design: Deeply understand the pain points of overseas customers in big data architecture, real-time computing, and data governance. Design end-to-end solutions tailored to specific industries such as E-commerce, Gaming, and Fintech.

  • Customer Acquisition & Value Proposition: Lead technical exchanges and Proof of Concept (PoC) for major overseas clients. Effectively communicate the core advantages of Tencent Cloud’s big data suite to drive cloud migration and architecture upgrades. Cross-functional Collaboration: Act as a bridge between the overseas frontline and the R&D headquarters. Collaborate with product, research, and post-sales teams to ensure client technical requests are resolved efficiently.

  • Product Globalization Driver: Extract common requirements from the international market (e.g., data compliance, multi-cloud strategy) to influence the product roadmap and drive the localization and optimization of Tencent Cloud products.

Who We Look For

  • Background: Bachelor’s degree or above in Computer Science, Communications, or related fields. 5+ years of experience in Big Data; prior experience with Tier-1 Cloud Service Providers (CSPs) is highly preferred.

  • Expertise in the Hadoop ecosystem and deep understanding of components like Spark, Flink, Elasticsearch, Doris, ClickHouse, and Trino.,

  • Strong knowledge of big data architecture, including Data Lake (Iceberg, Hudi) and Serverless data concepts.

  • Familiarity with mainstream global cloud products such as AWS EMR/Redshift, Google BigQuery, Snowflake, and Databricks.,

  • Ability to perform competitive analysis and develop differentiation strategies.

  • Soft Skills: Excellent logical thinking, communication skills, and the ability to work effectively in a cross-cultural and high-pressure environment.

  • Must be capable of conducting technical presentations, writing proposals, and supporting client negotiations independently.

  • Proficiency in English or Chinese is required as a working language.

  • Experience in overseas study or supporting international projects is a significant plus.

Equal Employment Opportunity at Tencent

As an equal opportunity employer, we firmly believe that diverse voices fuel our innovation and allow us to better serve our users and the community. We foster an environment where every employee of Tencent feels supported and inspired to achieve individual and common goals.