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Data Analyst Resume Tips

Data Analyst roles require a precise mix of technical and communication keywords. Learn which tools and phrases ATS systems are looking for — and how to present your insights work compellingly.

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Top Keywords for Data Analysts

Technical Skills

  • • SQL (advanced queries)
  • • Python (pandas, NumPy)
  • • R
  • • Data wrangling / ETL
  • • Statistical analysis
  • • A/B testing
  • • Data modelling
  • • Machine learning (basic)

Tools & Platforms

  • • Power BI
  • • Tableau
  • • Looker
  • • Excel (pivot tables, VBA)
  • • Google Analytics / GA4
  • • BigQuery / Snowflake
  • • dbt
  • • Azure / AWS data services

Outputs & Soft Skills

  • • Dashboard development
  • • KPI reporting
  • • Data visualisation
  • • Stakeholder presentation
  • • Requirements gathering
  • • Data quality assurance
  • • Business intelligence
  • • Self-service analytics

How to Structure a Data Analyst Resume

1

Professional Summary

Lead with your core stack (SQL, Python, Power BI), years of experience, and a data domain (finance, e-commerce, healthcare). Mention a key outcome you've driven.

2

Technical Skills

Group by category: Languages (SQL, Python, R), BI Tools (Tableau, Power BI), Databases (BigQuery, Snowflake), Cloud (AWS, Azure). ATS matches on exact tool names.

3

Experience — Lead with the Insight, not the Task

Not "built a dashboard" but "built a Power BI dashboard tracking 15 KPIs for C-suite, reducing monthly reporting time by 40%." Numbers and business context are critical.

4

Projects (optional but impactful)

Include a 2–3 line project section if you have relevant side projects or portfolio work. Link to GitHub or portfolio where possible.

Common Data Analyst Resume Mistakes

  • ✗Listing tools without showing what you used them for
  • ✗Not quantifying the scale of data worked with (rows, users, revenue)
  • ✗Writing "proficient in SQL" without mentioning complex joins, CTEs, or window functions
  • ✗Omitting the business impact of your analysis work
  • ✗Ignoring soft skills — presentation and stakeholder communication are key differentiators

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