Data Analyst Resume Example & Template

A data analyst resume is read for two things: can you actually query and model data, and did your analysis change a real decision. Lead with the languages and tools (SQL, Python or R, Tableau or Power BI), then show the dashboards you built, who used them, and the business outcome your analysis drove — a cost saved, a conversion rate improved, a decision made faster. Vague phrases like "analyzed data" get skipped; a specific query result tied to a dollar or percentage figure does not.

Example

A data analyst resume that works

Use this as a model for structure, wording, and the level of detail recruiters expect. Then build your own version — with your details — in the app.

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Kevin Zhao

Data Analyst

kevin.zhao@email.com(512) 555-0184Austin, TX

Professional Summary

Data analyst with 4 years building SQL and Python-driven analyses for a 200-person product org. Built a Tableau dashboard used weekly by 8 executives and identified a churn driver that saved $400K annually.

Experience

Data Analyst2022 — Present

Longhorn Analytics Group

Built a Tableau revenue dashboard used weekly by 8 executives, replacing manual spreadsheets.
Identified a churn driver via SQL cohort analysis, informing a retention initiative saving $400K annually.
Automated an ETL pipeline in Python, cutting manual reporting time 15 hours per week.

Junior Data Analyst2020 — 2022

Brightpath Retail

Designed and analyzed an A/B test that raised checkout conversion 2.3 percentage points.
Built self-serve Power BI dashboards adopted by 40+ stakeholders.

Education

B.S. StatisticsUniversity of Texas at Austin · 2020

Certifications

Google Data Analytics Professional Certificate

Skills

SQLPythonTableauPower BIA/B testingSnowflake

Summary

Professional summary examples for a data analyst

Example 1

Data analyst with 4 years building SQL-driven dashboards and Python-based analyses for a 200-person product organization. Built a Tableau revenue dashboard used weekly by 8 executives, and identified a churn driver that informed a retention initiative saving $400K annually.

Example 2

Analytics professional skilled in SQL, Python, and Power BI, supporting marketing and product teams with self-serve dashboards used by 40+ stakeholders. Reduced manual reporting time 15 hours per week by automating a recurring ETL pipeline.

Skills

Key skills for a data analyst resume

Hard skills

SQL (joins, window functions, CTEs)Python / R (pandas, NumPy)Tableau / Power BIA/B test design and analysisData cleaning & ETL pipelinesStatistical analysisExcel (pivot tables, advanced formulas)Data warehousing (Snowflake, BigQuery)Dashboard design for stakeholder audiences

Soft skills

Translating data into business recommendationsCross-functional stakeholder communicationAttention to detailCuriosity and root-cause thinkingPresenting findings to non-technical audiences

Bullet points

Strong resume bullet points for a data analyst

Built a Tableau revenue dashboard used weekly by 8 executives, replacing a manual spreadsheet process prone to reporting errors.
Identified a key churn driver through cohort analysis in SQL, informing a retention initiative that saved an estimated $400K annually.
Automated a recurring ETL pipeline in Python, cutting manual reporting time by 15 hours per week across the analytics team.
Designed and analyzed an A/B test on checkout flow that increased conversion rate 2.3 percentage points.
Built self-serve Power BI dashboards adopted by 40+ stakeholders across marketing, product, and finance.

Build your data analyst resume in minutes.

Start from an ATS-ready template, let AI help you write each section, and export a PDF from your phone.

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Tips

Resume tips for data analysts

Lead with the languages and BI tools you use daily (SQL, Python or R, Tableau or Power BI) — most data analyst screens start as a keyword match on this exact list.
Tie every dashboard or analysis to who used it and what changed because of it; a dashboard with no stated audience or outcome reads as unfinished work.
Quantify the business impact in dollars, percentage points, or hours saved wherever you can trace it — this is what separates an analyst resume from a reporting-clerk resume.

FAQ

Data Analyst resume questions

What technical skills does a data analyst resume need?

SQL is non-negotiable for almost every posting. Add Python or R depending on the role, a BI tool (Tableau or Power BI), and Excel. List only the tools you can use confidently in a technical interview.

How do I show business impact as a data analyst?

Name the decision or outcome your analysis influenced — a retention program, a pricing change, a process automation — with a number attached (dollars saved, conversion lift, hours cut). Dashboards should note who uses them and how often.

Should I include a portfolio or GitHub link on a data analyst resume?

Yes, especially early in your career — a link to SQL projects, a Tableau public dashboard, or a GitHub repo with clean, documented code gives hiring managers concrete proof of your technical work.

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