Resume Examples Library · ResumeIQ

Data Analyst Resume Example (ATS-Friendly)

A practical data analyst resume example you can adapt—not copy. Includes a full ATS-friendly sample, why it works, optimization tips, and mistakes to skip. Test your file in the ATS Resume Checker and match a posting in the Resume Match Analyzer.

Hiring teams search for SQL, Tableau, and stakeholder reporting—not "data enthusiast." This data analyst resume example shows how to line up keywords with proof.

Validate your version in the ATS Resume Checker and compare to postings in the Resume Match Analyzer.

ATS-friendly data analyst resume example

Jordan Lee Chicago, IL · (312) 555-0198 · jordan.lee@email.com · linkedin.com/in/jordanlee

Professional Summary Data analyst with 4+ years turning messy operational data into executive dashboards. Expert in SQL, Python, and Tableau; experienced in e-commerce and SaaS metrics.

Experience

Shopify Plus Partner · Data Analyst · Mar 2022 – Present - Built self-serve Tableau suite tracking conversion, AOV, and churn for 12 merchant accounts. - Wrote SQL pipelines in BigQuery processing 8M rows/day; cut report runtime from 45 min to 6 min. - Partnered with product on A/B test analysis using Python (pandas, scipy) for 14 experiments in 2024.

Grubhub · Junior Data Analyst · Jul 2020 – Feb 2022 - Automated weekly ops KPI email in SQL + Excel, saving 5 hours of manual pulls per week. - Documented data dictionary for 40+ tables used by analytics and finance teams. - Supported forecasting model inputs improving delivery-time estimates within ±4 minutes.

Skills SQL, Python, R, Excel, Tableau, Power BI, BigQuery, PostgreSQL, pandas, A/B testing, data visualization, stakeholder reporting

Education B.S. Statistics, University of Illinois Chicago, 2020

Why this resume works

  • Tool names in context — SQL, Tableau, and Python appear where work happened.
  • Business outcomes — report runtime, hours saved, experiment count.
  • Domain signal — e-commerce and SaaS metrics help match industry postings.
  • Parser-safe layout — no tables, icons, or multi-column design.
  • Clear progression — Junior to Analyst title shows growth without clutter.

ATS optimization tips for data analysts

  1. Copy exact tool names from the job post (Power BI vs Tableau, Snowflake vs BigQuery).
  2. Include data modeling, ETL, or KPI if the role uses them.
  3. Quantify: rows processed, dashboards built, stakeholders served.
  4. Put certification names in full once—"Google Data Analytics Certificate."
  5. Run resume match score before each priority application.

Keyword guide: ATS Keywords.

Common mistakes on data analyst resumes

  • Listing "Microsoft Office" but omitting SQL and BI tools the posting requires.
  • Bullets that describe duties without numbers ("made reports for team").
  • Embedding charts as images—ATS cannot read them.
  • Creative section names like "Data Journey" instead of Experience.
  • One generic resume for analyst vs business intelligence vs analytics engineer roles.

Fix format issues first: ATS Resume Format.

Test your data analyst resume

FAQ: Data analyst resume

Common questions on ATS formatting, metrics, and tailoring for this role.

What skills should a data analyst resume highlight for ATS?

SQL, Excel, Python or R, Tableau or Power BI, and data modeling terms from the job post. Place them in experience bullets with outcomes—query time saved, reports automated, decisions influenced.

Should data analysts include a portfolio on their resume?

Yes—a plain-text link to a portfolio or GitHub with notebook projects helps humans. Ensure project titles and tools also appear in searchable body text.

How do I show SQL skills without keyword stuffing?

Write bullets like 'Built 15-table star schema in PostgreSQL' or 'Automated weekly KPI pull in SQL reducing manual work 6 hours.' Proof beats a standalone Skills line.

Is a data analyst resume one or two pages?

One page for early career; two pages if you have multiple analytics roles with strong quantified results. Keep the most relevant tools on page one.

How do I match my data analyst resume to a job description?

Paste the posting into the Resume Match Analyzer, add missing tools and domain terms to recent bullets, then re-check in the ATS Resume Checker.