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Data & Analytics

Data Analyst Resume Keywords (2026 ATS Guide)

Data analyst resumes get screened on technical fluency (SQL is non-negotiable) and business impact. The keywords below cover the full range of modern analyst JDs. Mirror the JD's exact stack — recruiters search for "Snowflake" specifically, not "data warehouse."

Tailor a resume around these keywords

Paste the actual job description and your resume — CareerThings AI mirrors the right keywords (only the ones that match your real experience), distributes them naturally, and ships an ATS-optimized resume.

SQL & Databases

SQL dialect and database engines. Match the JD verbatim.

SQLPostgreSQLMySQLSnowflakeBigQueryRedshiftDatabrickswindow functionsCTEsjoinsaggregations

BI & Visualization

BI platforms and visualization tools.

TableauLookerPower BIModeMetabaseHexSisenseDomodata visualizationdashboards

Programming & Tools

Programming languages and analytics tooling.

PythonRpandasNumPyscikit-learnJupyterdbtAirflowgitExcelpivot tables

Statistical Methods

Statistical and experimental methods.

A/B testingexperimentationhypothesis testingcohort analysisregressionp-valueconfidence intervalssegmentationtime-seriesforecasting

Business Concepts

Business-domain keywords analysts need to translate.

KPImetric definitionchurn analysisretentionattributionLTVCACconversion funnelproduct analyticsself-serve analytics

Action Verbs for Data Analyst Resumes

Lead every bullet with one of these verbs. They land harder than passive constructions and make outcomes feel earned.

AnalyzedBuiltIdentifiedSurfacedModeledForecastedDiscoveredQuantifiedTranslatedAutomatedValidatedReportedDroveRecommended

Soft Skills That Matter

Soft skills are real signals — but list them only when you can back them with a specific bullet elsewhere on the resume.

Stakeholder communicationTranslating business questions to dataStorytelling with dataCross-functional partnershipSelf-directionCuriosity

How to Use These Keywords on Your Resume

  • 1Lead bullets with the business decision your analysis drove, not the analytical method.
  • 2Mirror the SQL dialect from the JD. "Snowflake" and "BigQuery" are not interchangeable to ATS.
  • 3List BI tools you're actually fluent in — interviews will catch you on the rest.
  • 4Quantify impact when possible: revenue, retention, hours saved.

Test your match score

Use our free ATS Resume Checker to see how many of these keywords already appear in your resume against any specific job description.

Frequently Asked Questions

How important is Python for data analyst roles?

Depends on the team. Some teams are SQL-only; many expect basic pandas and notebooks. Match the JD.

Should I list Excel even if it feels basic?

Yes — Excel is still expected on most analyst resumes. List it alongside your stronger tools.

Apply these keywords to a real job posting.

CareerThings AI matches the keywords from any specific JD to your real experience, then writes a tailored, ATS-optimized resume around them.

Related Resources

Data Analyst Resume Example

See an ATS-friendly resume that uses these keywords in context.

Data Analyst Cover Letter Example

Pair these keywords with a tailored cover letter for the same role.

Software Engineer Resume Keywords

The keywords ATS systems screen for on software engineer resumes — frameworks, infrastructure, methodologies, and the action verbs that make bullets land.

Product Manager Resume Keywords

The keywords ATS systems screen for on PM resumes — methodologies, tools, frameworks, and the outcome-focused action verbs that separate strong PMs.

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