What ATS score do Data Analysts need to get shortlisted?

A score of 65+ is considered strong for Data Analyst roles. The average candidate scores around 48, meaning most resumes are filtered before a recruiter ever sees them.

Analytics & Business Intelligence

ATS Resume Checker for Data Analysts

Q: Which ATS systems do employers use to hire Data Analysts?

The most common ATS platforms used for Data Analyst hiring are Workday, Taleo, SAP SuccessFactors, Greenhouse, SmartRecruiters.

Q: What are the most important keywords for a Data Analyst resume?

Key ATS keywords for Data Analyst resumes include: SQL, Python, Excel, Tableau, Power BI, data visualization, data cleaning, ETL, statistical analysis, A/B testing, and more. See the full list on our /resume-keywords/data-analyst page.

Get your resume ATS score in under 30 seconds. See exactly which Data Analyst keywords are missing and fix them before you apply.

ATS Score Benchmark — Data Analyst Roles

75–100: Strong candidate — tool stack and impact clearly demonstrated

60–74: Viable but likely missing 2-3 specific tool keywords

40–59: ATS filter risk — SQL or BI tool keywords probably absent

Below 40: Resume reads as generic — unlikely to pass any enterprise ATS

Average Data Analyst resume scores 48 — most get filtered before a human sees them.

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How ATS Screens Data Analyst Resumes

Data analyst roles are among the most keyword-specific in ATS screening. Workday and Taleo (dominant in enterprise) match exactly against tool names — writing "BI tools" instead of "Tableau" or "Power BI" will fail the filter even if you're proficient. SQL is the single highest-weighted keyword for 90% of analyst postings.

ATS systems commonly used for Data Analyst hiring: Workday · Taleo · SAP SuccessFactors · Greenhouse · SmartRecruiters

Top ATS Keywords for Data Analyst Resumes

These are the highest-weighted keywords ATS looks for in Data Analyst applications. Missing even 3–5 of these can drop your score below the recruiter's filter threshold.

SQLPythonExcelTableauPower BIdata visualizationdata cleaningETLstatistical analysisA/B testingGoogle AnalyticsLookerBigQuerySnowflakedbtpivot tablesVLOOKUPregression analysisKPI dashboardsreportingstakeholder managementbusiness intelligencedata storytelling

See the full keyword guide for Data Analysts →

Resume Bullet Examples — Weak vs. Strong

See how the same experience reads to ATS before and after optimisation.

WEAK

"Created dashboards to help the team understand performance."

STRONG

"Built a real-time KPI dashboard in Tableau for a 12-person growth team, consolidating 6 data sources via SQL; reduced weekly reporting time from 8 hours to 20 minutes."

WEAK

"Ran A/B tests on marketing campaigns."

STRONG

"Designed and analysed 14 A/B tests on email campaigns using Python (scipy.stats), identifying subject-line patterns that lifted open rates by 23% and generated $140K in incremental revenue over Q3."

See more Data Analyst resume examples and before/afters →

6 Common Data Analyst Resume Mistakes

These are the specific patterns that cause Data Analyst resumes to fail ATS — and lose to less-experienced candidates.

1Writing "analyzed data" — specify the tool, dataset size, and business outcome
2Listing Excel without showing depth — "Excel (pivot tables, Power Query, XLOOKUP, VBA)" is far stronger
3No mention of dashboard or reporting tools when most analyst roles require Tableau or Power BI
4Missing domain context — finance analysts and marketing analysts use different KPIs
5Weak impact language — "supported decisions" vs "analysis identified $800K in recoverable overcharges"
6Forgetting to list the scale of data worked with — row counts and dataset size matter

Full improvement guide for Data Analyst resumes →

Frequently Asked Questions

What ATS score do I need as a Data Analyst?

A score of 65+ is considered strong for Data Analyst roles. Most candidates score around 48, meaning they are filtered before a recruiter reads their resume. Check yours free in 30 seconds.

Which ATS systems screen Data Analyst applicants?

The most common ATS platforms for Data Analyst hiring are Workday, Taleo, SAP SuccessFactors, Greenhouse, SmartRecruiters. Our checker simulates how these systems score your resume against a job description.

Is this resume checker free?

Yes — your first ATS score is completely free with no signup required. Upload your resume (PDF or DOCX) and a job description, and get your score in under 30 seconds.

More Tools for Data Analysts

ATS Score Guide — Data Analyst→Top Keywords — Data Analyst→Resume Examples — Data Analyst→Improve Your Resume — Data Analyst→

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