ATS-friendly Data Analyst resume: keywords, examples & free ATS check

Data analyst roles are screened for SQL, Excel and a BI tool (Power BI or Tableau). The best resumes show the business decision each analysis changed — not just the dashboards built.

Top Data Analyst resume keywords

ATS systems rank resumes by how many of the job's keywords they contain. Add the ones you genuinely have — in your skills section and inside your bullets.

SQLExcelPower BITableauPythonPandasData VisualizationDashboardsKPIsA/B TestingStatisticsData CleaningETLGoogle AnalyticsStakeholder Management

Data Analyst resume bullet examples: weak vs strong

Start with an action verb, say what you built and how, and end with a number. Our AI can rewrite your weak bullets like this in one click.

✗ Weak: Created dashboards in Power BI.

✓ Strong: Built 8 Power BI dashboards tracking sales KPIs for 40 regional managers, replacing a 2-day manual Excel report.

✗ Weak: Analysed customer data.

✓ Strong: Found through cohort analysis that 60% of churn happened in week one, leading to an onboarding change that cut churn 15%.

✗ Weak: Wrote SQL queries.

✓ Strong: Wrote SQL with window functions over 20M rows to build a daily revenue model used in weekly leadership reviews.

Interview questions your Data Analyst resume will trigger

Every line on your resume is a question waiting to happen. Our AI generates questions like these from your resume and scores your answers.

Q.Your cohort analysis found week-one churn — how did you rule out seasonality?
Q.Write the SQL for a 7-day rolling revenue average. What indexes would help?
Q.A dashboard number doesn't match finance's number. How do you investigate?

Common mistakes

  • Listing tools without the business result
  • Certificates instead of real analyses
  • No sample of work (GitHub, Tableau Public, portfolio)

Frequently asked questions

What keywords should a Data Analyst resume have?+

Use the keywords from the job description you're applying to. Common ones for Data Analyst roles: SQL, Excel, Power BI, Tableau, Python, Pandas, Data Visualization, Dashboards, KPIs, A/B Testing. Only list skills you can explain in an interview.

How do I check if my Data Analyst resume is ATS-friendly?+

Upload it to the free ATS checker on ExplainMyResume. You get a score out of 100, the fixes ranked by points, and missing keywords when you paste a job description. No sign-up needed to see your score.

What are common Data Analyst resume mistakes?+

Listing tools without the business result. Certificates instead of real analyses. No sample of work (GitHub, Tableau Public, portfolio).

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