Resume Keywords for Data Analyst

Data analyst postings filter hard on tools (SQL, Python, BI platforms) and on evidence you turned data into decisions. Lead with quantified business impact, not just tasks.

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Hard skills & ATS keywords

SQL · Data visualization · Statistical analysis · Data cleaning & wrangling · A/B testing · Dashboard design · ETL · Business intelligence (BI)

Tools & software

SQL · Python · R · Excel · Tableau · Power BI · Looker · Google Analytics · dbt · Snowflake

Soft skills

Communication · Storytelling with data · Attention to detail · Stakeholder management

Certifications

Google Data Analytics Certificate · Microsoft Power BI Data Analyst (PL-300) · Tableau Desktop Specialist

Example tailored bullet

✓ Built a Power BI churn dashboard from SQL pipelines that informed a retention plan, reducing churn 8%→4%.

How to use these keywords

Spell out both the tool and the skill (e.g. "SQL", "data visualization (Tableau)") so you match keyword searches for either phrasing. Don’t paste the whole list — choose the keywords you genuinely match, weave them into accomplishments with real numbers, and mirror the exact phrasing of the specific posting. Align Resume reads the job description and aligns your resume to it automatically, so the right keywords appear truthfully and you get a match score before you apply.

Frequently asked questions

What are the top resume keywords for a Data Analyst?
High-value keywords include SQL, Data visualization, Statistical analysis, Data cleaning & wrangling, SQL, Python, R. Use the ones you genuinely have, matching the exact wording in the job posting.

How do I get my Data Analyst resume past the ATS?
Use a clean single-column layout, mirror the posting’s exact skill and tool names where you qualify, and quantify your results. Spell out both the tool and the skill (e.g. "SQL", "data visualization (Tableau)") so you match keyword searches for either phrasing.

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