Data Analyst Resume: Examples & Guide (2026)
7 min read
A data analyst resume needs to prove two things fast: you can wrangle and analyze data with the right tools, and your analysis changed a business decision. Listing SQL and Tableau is table stakes — the impact is what gets you hired.
Here is how to structure one that does both.
What hiring teams look for
- Core tooling: SQL plus a BI tool and often Python or R.
- Analysis depth: cohorts, A/B tests, forecasting, segmentation.
- Business impact: a decision, dollar amount, or metric you moved.
- Communication: turning analysis into recommendations stakeholders use.
How to structure a data analyst resume
- Header with title, location, email, GitHub/portfolio, LinkedIn.
- Summary: domain, core stack, and a headline result.
- Technical skills grouped by Languages, BI/Viz, Databases, Stats.
- Experience with impact-focused bullets.
- Projects or a portfolio of dashboards/analyses with links.
- Education and certifications.
Skills and keywords to include
- Languages: SQL, Python, R.
- BI & viz: Tableau, Power BI, Looker, dbt.
- Data: data modeling, ETL, warehousing (Snowflake, BigQuery, Redshift).
- Analysis: A/B testing, regression, forecasting, cohort and funnel analysis.
Resume bullet examples
Weak: "Built dashboards in Tableau for the team."
Strong: "Built a Tableau retention dashboard adopted by 5 product teams, surfacing a churn driver that informed a fix worth $300K in saved ARR."
Weak: "Analyzed marketing data."
Strong: "Ran an A/B test in SQL/Python on 80k users, identifying a checkout change that lifted conversion 9%."
Common mistakes to avoid
- Listing tools with no evidence of what you did with them.
- No business outcome attached to the analysis.
- Skipping SQL specifics when it is the core requirement.
- A portfolio link that is broken or empty.
Quick checklist
- SQL and your BI tool visible in the top third.
- Every key bullet ties analysis to a business result.
- Keywords match the posting (tools and methods).
- Portfolio or GitHub link works.
- One page for most analysts.
Ready to build yours? Start from a free Applygrid resume template, keep it ATS-friendly, and pair it with a tailored letter from our AI cover letter generator.