Data Analyst · 2025

Resume keywords for data analyst jobs

Data analyst job descriptions lean heavily on SQL, BI tools, statistics, and business storytelling. The 50+ keywords below are the ones that show up across LinkedIn, Indeed, and Workday postings for analyst roles in 2025 — drop the ones that match your real experience into your resume verbatim.

Hard skills

SQLData modelingETLA/B testingCohort analysisRegressionStatistical significanceDashboardingKPI definitionData warehousingSnowflake schemaForecastingSegmentationFunnel analysisExperimentation

Tools & technologies

SQLPython (pandas)RTableauLookerPower BIdbtSnowflakeBigQueryRedshiftAirflowExcelGoogle AnalyticsAmplitudeMixpanel

Soft skills

Stakeholder managementData storytellingExecutive communicationHypothesis-driven thinkingCross-functional collaborationTranslating business questions

Action verbs to lead bullets

ModeledQuantifiedAutomatedForecastedSurfacedMigratedInstrumentedValidated

Certifications worth listing

Google Data Analytics CertificateTableau Desktop SpecialistMicrosoft PL-300 (Power BI)AWS Certified Data Analytics

Bullet examples that use these keywords

Built a Looker dashboard tracking 12 KPIs that cut weekly reporting time from 6 hours to 30 minutes.
Ran A/B test on checkout flow; results lifted conversion 8.4% (p < 0.01), worth $1.2M ARR.
Modeled customer cohorts in dbt to identify a 22-day activation drop-off that reduced churn 14%.

One tip that matters most

Pro tip

Recruiters scan for SQL + a BI tool + a cloud warehouse. If you have all three, put them in the first 6 lines of your resume.

Test your resume against a real job

Paste your resume and the job description into the free ATS Resume Checker to see which of these keywords you're already hitting — and which you're missing.

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