Data Analyst Resume Example

Data analyst hiring managers want evidence that you can turn messy data into a clear answer someone acted on. Tools matter, but the strongest resumes connect each tool to a business question: churn, pricing, inventory, marketing spend or operations.

This example is written for an analyst with about four years of experience in SQL, Python and business intelligence dashboards. If you are moving into analytics from another field, keep the same structure and lead with projects that use real or public datasets.

Recommended resume format for a data analyst

Reverse-chronological with a skills section near the top. Put a compact, grouped skills section directly under your summary so reviewers can confirm SQL, a scripting language and a BI tool in seconds. Career changers can use a combination format that places analytics projects before older, unrelated roles.

Data analyst resume example

This example is fictional: the name, employers and numbers are invented to show structure and wording. It uses the ATS Compact template, one of the ATS-friendly designs. Replace every detail with your own, truthful information.

Marcus Bell
Data Analyst
marcus.bell@example.com | (555) 012-3380 | Columbus, OH | linkedin.com/in/marcus-bell-example | marcusbell-analytics.example.com

PROFESSIONAL SUMMARY
Data analyst with 4 years of experience in retail and logistics analytics. Builds SQL data models, Python analyses and Power BI dashboards that operations and finance teams use weekly. Known for translating open-ended questions into clear metrics and plain-language recommendations.

SKILLS
Analysis: SQL, Python (pandas), Excel, A/B testing, Forecasting
BI and data: Power BI, Tableau, dbt, Snowflake, Google Analytics
Communication: Data storytelling, Stakeholder interviews, Documentation

WORK EXPERIENCE
Data Analyst | Jan 2022 – Present
Northgate Supply Co. | Columbus, OH
- Built a Power BI inventory dashboard used by 45 store managers, reducing weekly stock-out reports from 3 hours of manual work to an automatic refresh.
- Analyzed two years of order data in SQL and Python to identify slow-moving products, supporting a markdown plan that cleared $380,000 of excess stock.
- Designed and evaluated an A/B test of delivery-fee messaging that increased checkout completion by 4.2%.
- Documented 60 core metrics in a shared data dictionary, ending recurring disagreements about revenue definitions between teams.

Junior Business Intelligence Analyst | Jun 2020 – Dec 2021
Riverbend Logistics | Dayton, OH
- Maintained 25 Tableau reports on shipment volume, on-time delivery and carrier costs for regional operations leaders.
- Wrote SQL checks that caught duplicate shipment records, improving the accuracy of the monthly carrier invoice review.
- Automated a weekly Excel report with Python, saving the operations team about 5 hours per week.

EDUCATION
Bachelor of Business Administration in Business Analytics | May 2020
Ohio University | Athens, OH

CERTIFICATIONS
Microsoft Certified: Power BI Data Analyst Associate | Sep 2022
Microsoft

Data analyst resume summary examples

An analyst summary should name the domain you know, your core toolset and the kind of decisions your work supports. Recruiters read it to decide whether the rest of the page is worth scanning.

• Experienced analystData analyst with 4 years of experience in retail and supply chain. Turns SQL and Python analysis into dashboards and recommendations that operations leaders use to plan inventory and staffing.
• Marketing analyticsMarketing data analyst skilled in attribution, campaign reporting and experimentation. Built self-service Looker dashboards that replaced 30 recurring ad hoc requests per month.
• Healthcare analyticsHealthcare data analyst with experience in claims data, quality measures and HIPAA-compliant reporting. Comfortable presenting findings to clinical and finance audiences.
• Career changerFormer logistics coordinator moving into data analysis, with a Google Data Analytics certificate and three SQL and Tableau portfolio projects based on public transportation data.

More ideas: resume summary examples.

Skills for a data analyst resume

Most data analyst postings ask for SQL, a spreadsheet tool, a visualization tool and often Python or R. List the exact tools you have used, and back the important ones up with a bullet point in your experience or projects.

Querying and programming

• SQL
• Python
• R
• pandas
• Jupyter
• Git

Visualization and BI

• Power BI
• Tableau
• Looker
• Excel pivot tables
• Google Sheets

Statistics and methods

• Descriptive statistics
• Regression
• A/B testing
• Cohort analysis
• Forecasting

Data platforms

• Snowflake
• BigQuery
• PostgreSQL
• dbt
• Google Analytics 4

See the resume skills guide for how to choose and present skills.

Data analyst experience bullet point examples

Analyst bullets work best when they follow the question, the method and the outcome. Mention the decision that changed, the money or time involved, or who used your work.

• Built a customer churn model in Python that flagged at-risk accounts, helping the retention team prioritize 300 outreach calls per month.
• Replaced 12 manually updated spreadsheets with a single Tableau dashboard, cutting monthly reporting time by 70%.
• Cleaned and joined 4 years of point-of-sale data to support a pricing review that raised average margin by 1.8 points.
• Wrote reusable SQL models in dbt, reducing duplicate query logic across the analytics team.
• Presented quarterly findings to directors in plain language, with one clear recommendation per slide.
• Investigated a sudden drop in web conversions and traced it to a tracking error, restoring accurate reporting within two days.

Education section guidance

Analytics, statistics, economics, computer science and business degrees are all common. List your degree and graduation year, and add relevant coursework such as statistics or database design only if you graduated recently.

If you learned analytics outside a degree, add a Courses or Certifications section and a Projects section with links to your work.

Certifications and licenses for a data analyst resume

Certifications can help entry-level candidates and career changers show a baseline of skill. Experienced analysts usually rely on their work history instead.

• Microsoft Certified: Power BI Data Analyst Associate
• Google Data Analytics Professional Certificate
• Tableau Certified Data Analyst
• SAS Certified Specialist: Base Programming

Common data analyst resume mistakes

• Listing tools without results. "Used SQL and Tableau" is a skills list, not an achievement. Say what the analysis answered and what happened next.
• Too much jargon. Reviewers may not be analysts. Explain results in business terms such as cost, time, revenue or customer impact.
• Hiding your portfolio. If you have public dashboards or notebooks, put the link in your header and check that it works without a login.
• Overclaiming statistical methods. Only list techniques such as regression or forecasting if you have used them in real work or a substantial project.

ATS tips for a data analyst resume

• Spell tool names the way the job posting does, such as "Power BI" or "Microsoft Excel".
• Keep skills in a plain text list, not in a chart or skill-level graphic.
• Use a standard heading such as "Skills" or "Technical Skills".
• Avoid putting key information in text boxes or tables that some systems read out of order.
• Include the full name of certifications, not only abbreviations.

Check your draft with the free ATS Resume Checker, which shows your resume completeness and the plain text an applicant tracking system reads.

Related resume examples

• Business Analyst Resume Example
• Software Engineer Resume Example
• Marketing Manager Resume Example
• Accountant Resume Example

Helpful resume guides

• Resume Skills
• Resume Summary Examples
• Career Change Resume
• ATS Resume Guide

Data analyst resume FAQ