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Data Analyst Resume Example

Data analyst roles are keyword-dense and competitive. This data analyst resume example shows how to prove business impact with metrics, surface the tools recruiters filter for, and keep the layout ATS-friendly.

Data Analyst Resume Sample

A clean, single-column layout that parses correctly in applicant tracking systems.

Priya Nair
Chicago, IL· [email protected]· (555) 041-7720· linkedin.com/in/priyanair-data

Professional Summary

Data analyst with 4 years turning messy data into decisions for SaaS and retail teams. Strong in SQL and Python, fluent in BI tools, and focused on the business questions behind the numbers.

Professional Experience

Data AnalystChicago, IL, 2022 – Present
Cartwheel Commerce
  • Built a churn-prediction dashboard in Tableau that helped cut monthly churn by 1.4 percentage points.
  • Ran A/B tests on the checkout flow, identifying a change that lifted conversion 9%.
  • Automated weekly reporting with Python and SQL, saving the team ~10 hours per week.
Junior Data AnalystRemote, 2020 – 2022
Northpoint Analytics
  • Cleaned and modeled marketing data across 5 sources, improving attribution accuracy 25%.
  • Created self-serve Power BI reports adopted by 4 departments.

Education

University of IllinoisUrbana-Champaign, IL, 2016 – 2020
BS, Statistics
  • Minor in Economics

Skills

Core: Data Visualization, A/B Testing, ETL, Statistical Analysis, Data Modeling

Tools: SQL, Python, Excel, Tableau, Power BI

Languages: English, Hindi

Certifications: Google Data Analytics Certificate

ATS Keywords for Data Analyst Resumes

Applicant tracking systems scan for role-specific terms before a recruiter reads your resume. Include the ones that are genuinely true for you — and mirror the exact wording from the job posting.

Hard skills & tools
  • SQL
  • Python
  • Excel
  • Tableau
  • Power BI
  • Data Visualization
  • A/B Testing
  • ETL
  • Statistical Analysis
  • Dashboarding
Soft skills
  • Storytelling with Data
  • Stakeholder Communication
  • Attention to Detail
  • Curiosity

How to Write a Data Analyst Resume

Three things that move the needle past the ATS and onto a recruiter's screen.

01

Lead every bullet with a business outcome

Don’t just say "built dashboards". Say "Built a churn dashboard that helped reduce monthly churn by 1.4 points". The metric is what gets you the interview.

02

Name your exact tools and methods

SQL, Python, Tableau, Power BI, A/B testing — list the specific stack the job asks for. Generic phrases like "data tools" get filtered out by the ATS.

03

Show the question, not just the chart

Frame work around the business question you answered ("Why are trial users not converting?"). It signals analytical thinking, not just tool proficiency.

Frequently Asked Questions

Do I need a portfolio as a data analyst?

It helps a lot. Link a GitHub or portfolio with 2–3 polished projects (clear question, method, and insight). The resume gets you screened; the portfolio proves your craft.

Which keywords matter most for a data analyst resume?

SQL and Excel are near-universal; then Python/R, a BI tool (Tableau or Power BI), and methods like A/B testing and statistical analysis. Always mirror the job posting.

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