Engineering & IT· Free keyword tool
Data Analyst Resume Keywords
These data analyst resume keywords cover the technical skills, tools, and ATS terms hiring systems scan for — the language that proves you can query, model, and visualize data, and gets an analyst resume past automated screening.
63 keywords across 6 categories — toggle, select, and copy directly into your resume.
Hard Skills(14)Role-specific technical abilities
Tools & Tech(13)Software and platforms you operate
Soft Skills(8)How you work with people
Certifications(6)Credentials recruiters scan for
Action Verbs(12)Strong openers for bullet points
ATS Key Terms(10)Phrases parsers weight most
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Build My Resume Free →What Data Analyst ATS keywords matter most?
Applicant tracking systems parsing Data Analystresumes weigh hard skills and tool proficiency most heavily — exact terms, not synonyms. The terms below appear most frequently in Data Analyst job postings and carry the most weight with automated screening algorithms.
Top hard skills
- Data Analysis
- Data Visualization
- SQL Querying
- Statistical Analysis
- Data Cleaning
- Data Modeling
- ETL
- Dashboard Development
Top tools & technologies
- SQL
- Python
- R
- Excel
- Tableau
- Power BI
- Looker
- BigQuery
Key certifications ATS scans for: Google Data Analytics Certificate, Microsoft Certified: Power BI Data Analyst, Tableau Desktop Specialist.
Data Analystresume keywords — frequently asked questions
- What keywords should a data analyst put on a resume?
- Lead with SQL, your primary visualization tool (Tableau or Power BI), and a scripting language (Python or R), then add analytical methods — A/B testing, forecasting, data modeling — and business terms like KPIs and data-driven decision making.
- Is SQL the most important keyword for a data analyst?
- For most roles, yes. SQL is the single most-requested data analyst skill in postings, so it should appear in your skills section and ideally inside a results bullet that shows what you queried and why.
- Should I list Tableau and Power BI both?
- List the one named in the posting first. Including both signals flexibility, but lead with the tool the employer actually uses to maximize the ATS match.
- How do I make analyst keywords stand out?
- Tie each to an outcome: "Built a Power BI dashboard that cut weekly reporting time from 6 hours to 20 minutes." The tool keyword matches and the metric proves impact.
- Do data analyst certifications help with ATS?
- The Google Data Analytics Certificate, Tableau Desktop Specialist, and Power BI Data Analyst are recognizable ATS keywords and useful for career changers who lack a long analytics history.
- How many keywords should an analyst resume have?
- Use 12–18 across tools, methods, and business terms, prioritizing the exact stack and analyses the posting names.
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From the blog
Keywords sourced from O*NET occupational data and current job postings. No keywords are invented.
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