What keywords should a data analyst resume include?

A data analyst resume should include role-specific hard skills (Data analysis, Data visualization, SQL querying, Statistical analysis), the tools you use (SQL, Python, R), relevant certifications, and strong action verbs. Always mirror the exact terms in the job description you're applying to.

How do I add the right keywords to my resume?

Pull the exact terms from the job posting and weave the ones you genuinely have into your summary, skills and experience. ApplyMate does this automatically — it reads your resume and the job description, then rewrites your resume around the keywords that posting actually asks for, in an ATS-ready layout.

Data Analyst Resume Keywords

These are the skills, tools, certifications and verbs an ATS scans for on a data analyst resume. Data and business analysts who want their tooling (SQL, Python, BI) and analysis projects in a scannable sidebar beside quantified experience. Use them as a checklist — then tailor to the exact wording of the job you're applying to.

Get a data analyst resume with these keywords already in it ApplyMate reads your resume and the job description, then rewrites it around the keywords that posting actually asks for.

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Free to start · keywords matched to your job · ATS-ready layout.

Hard skills (11)

Data analysisData visualizationSQL queryingStatistical analysisA/B testingETLData cleaningDashboard designKPI reportingPredictive modelingData storytelling

Tools & software (10)

SQLPythonRExcelTableauPower BILookerdbtBigQuerySnowflake

Certifications (3)

Google Data Analytics CertificateMicrosoft Power BI (PL-300)Tableau Desktop Specialist

Action verbs (10)

AnalyzedBuiltAutomatedModeledVisualizedIdentifiedReducedForecastedOptimizedReported

Soft skills (6)

Analytical thinkingAttention to detailCommunicationProblem solvingBusiness acumenCuriosity

How to use these keywords

Two-column with a skills/tools sidebar; the main column stays a single parseable text flow for ATS.

Mirror the job description. Pull the exact terms from the posting you're applying to — an ATS matches literal phrases, so "RN license" and "registered nurse license" can score differently.
Put keywords where they belong. Skills in a skills section; the rest woven naturally into your summary and experience bullets — never a hidden keyword dump.
Lead bullets with action verbs (Analyzed, Built, Automated, Modeled…) and back them with a number.
Don't keyword-stuff. Only claim skills you genuinely have; recruiters read the resume after the ATS does.

The fastest way to find the right keywords for a specific job is to let the tailoring do it for you. ApplyMate reads your resume and the job description, then rewrites your resume around the keywords that posting actually asks for. Start with the Data Analyst resume template, or read our guides on resume keywords and tailoring your resume to a job description.

Tailor your data analyst resume to the job ApplyMate inserts the keywords that posting asks for, in an ATS-ready layout.

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Keywords for other roles

Software Engineer → Registered Nurse → Teacher → Project Manager → Marketing Manager → Accountant → Sales Representative → Customer Service →