CallbackCVData Analyst resume: keywords and templates
Applying as a data analyst? Your resume is parsed by an ATS before a person reads it. These are the terms those filters screen for, and the templates that survive the parsing.
Keywords ATS filters look for
From real data analyst postings — include the ones you genuinely have, worded as the posting words them:
- SQL
- Excel
- Power BI/Tableau
- Python
- Data visualization
Don't keyword-stuff: put each term in your skills section once and prove it inside an experience bullet. The free ATS checker shows the literal text a parser extracts from your file.
Recommended templates
- Academic CV — Publication-first layout with sections for research, teaching, and awards. Single-column; parses cleanly but adds non-standard headings some ATS may not recognise.
- Technical Compact — Dense single-column layout with grouped technical skills. ATS-safe; the grouping helps keyword matching.
- Classic ATS — Single-column ATS-safe structure with bold section headers. Tested across Workday, Greenhouse, iCIMS, Taleo, BambooHR.
Build a data analyst resume free
Three rules for a data analyst resume
- Lead with outcomes, not duties. Every experience bullet should carry a number: scale, speed, money or people.
- Mirror the posting's wording. If the JD says “SQL”, your resume should say it the same way — ATS matching is literal.
- Stay single-column for portals. Save the designer layouts for humans; upload the ATS-safe version to job sites.