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 .

Regional Manager

Sanofi · Beijing

岗位职责

  • 战略管理                                                                                                         

了解市场潜力,建议产品组合的制定并发展区域市场。

建立区域的短期、中期以及长期目标以及愿景。

  • 业务运营管理                                                                                                       

建立区域绩效目标以及市场政策,发展行动方案并与区域中的员工进行沟通。

确保信息系统的管理,如ETMS,客户档案等。

  • 区域组织以及团队建设                                                           

在区域提供关于组织架构以及层级设置的建议。

设计培训计划,并在团队内进行相关工具的使用,例如核心能力系统,绩效评估,职业发展,辅导等等。

  • 沟通                                                                                                      

与医院、社区以及政府部门建立关系。

追踪并管理人员对ETMS的使用。

任职资格

- 教育背景:医学、药学、化工、护理、生物等相关专业,本科或以上学历

- 工作经验:在领先的跨国公司制药公司在销售管理方面的良好记录,有至少3年医药行业销售管理经验者优先(人事管理和领导能力、跨职能领导能力)

- 通用技能:逻辑思维能力,结果导向,良好的学习敏锐度,韧性,成就驱动,保持同理心,主人翁意识

- 专业技能:良好的区域业务以及人员分析能力,能够准确判断区域机会点;能基于关键增长点制定区域销售策略,策略聚焦且能充分支持增长点的达成;能基于销售策略,制定清晰,具体,合理的业务目标和关键客户的管理目标; 能基于销售策略及目标,制定行之有效的行动计划。并有明确合理的跟进及评估方式;能基于策略设定针对性强且 合理的团队及人员的管理计 划,匹配人力效能,确保区域 目标的达成。

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