What this Data Analyst resume does well
Full Data Analyst resume example
Professional Summary
Data analyst with 4 years turning messy data into decisions across marketing and product. Fluent in SQL, Python (pandas), and Tableau. Built dashboards that cut reporting time 80% and surfaced a churn driver that recovered $1.2M in annual revenue.
Work Experience
Data Analyst — Subscription Media Company
2022 – Present- Identified the top churn driver via cohort analysis in SQL + Python, informing a retention campaign that recovered $1.2M ARR.
- Built 15+ Tableau dashboards adopted by 4 departments, replacing manual spreadsheets and cutting reporting time 80%.
- Ran an A/B test on onboarding that increased 30-day activation 14%, validated with a two-proportion z-test.
Junior Analyst — Retail Analytics Firm
2020 – 2022- Wrote SQL queries against a 500M-row warehouse to produce weekly sales reports for 20 store managers.
- Automated a manual Excel process with Python, saving ~10 hours/week across the team.
Skills
Education & Certifications
B.A. in Economics — State University, 2020
Data Analyst resume summary
Data analyst with 4 years turning messy data into decisions across marketing and product. Fluent in SQL, Python (pandas), and Tableau. Built dashboards that cut reporting time 80% and surfaced a churn driver that recovered $1.2M in annual revenue.
Use this only as a guide to structure. Your summary should highlight the evidence most relevant to the role you want, and it should never copy the sample's background or outcomes.
Experience bullet examples
These bullets show action, scope, method, and result. Project bullets stay project evidence, so keep them labeled as projects and not as paid work.
- Identified the top churn driver via cohort analysis in SQL + Python, informing a retention campaign that recovered $1.2M ARR.
- Built 15+ Tableau dashboards adopted by 4 departments, replacing manual spreadsheets and cutting reporting time 80%.
- Ran an A/B test on onboarding that increased 30-day activation 14%, validated with a two-proportion z-test.
- Wrote SQL queries against a 500M-row warehouse to produce weekly sales reports for 20 store managers.
- Automated a manual Excel process with Python, saving ~10 hours/week across the team.
Replace every action, tool, scope, and result with evidence you can explain and verify.
Skills and ATS keywords
These are terms often tied to this role and to the sample evidence on this page. Add a term only when it truly describes your skills or experience, and compare your wording with the specific job description.
Use the Job Match tool to compare your resume against a specific job description and get tailored keyword recommendations for that exact posting.
How to tailor this example
Name the tool and the decision
Every strong analyst bullet has a tool ("cohort analysis in SQL") and a business result ("recovered $1.2M ARR"). One without the other is either a technician or a talker.
Quantify the data scale
Row counts, number of dashboards, departments served, and hours saved tell the reader how big your work was. "500M-row warehouse" instantly communicates real experience.
Put SQL first if the job asks for SQL
SQL is the single most-scanned analyst keyword. Lead your skills section with it and prove it in a bullet, not just a list.
When your draft reflects your own evidence, check your resume, match it to a job description, or build your version. Each tool helps with a different step, and none of them can check whether a claim is actually true.
Common mistakes
- Saying "analyzed data" without naming the tool or the outcome.
- Burying SQL/Python at the end of a long soft-skills list.
- Listing dashboards you built with no adoption or impact metric.
Related roles
Frequently asked questions
What should a Data Analyst resume summary include?
Lead with evidence relevant to analysts moving into BI, product, or marketing analytics roles. Name the skills, work, projects, or education you can support, and avoid copying the illustrative outcomes shown on this page.
Which skills and keywords belong on a Data Analyst resume?
Use terms from the specific job description only when they accurately describe your background. The terms on this page are role-relevant examples, not a universal checklist or a reason to claim a skill you do not have.
Can I copy this Data Analyst resume example?
No. Its names, organizations, dates, grades, projects, metrics, and outcomes are illustrative. Study the structure and evidence patterns, then replace every sample detail with facts from your own work, education, or projects.
How should I tailor a Data Analyst resume to one job?
Compare the posting with your real evidence, put the most relevant sections first, and use accurate wording from the posting where it makes things clearer. Leave any missing requirements as visible gaps rather than adding claims you cannot support.