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Data Analyst Resume Example

Recruiters screen analyst resumes on three axes in about fifteen seconds: tools (SQL is non-negotiable, plus Python or R and a BI platform), business impact (did any of your analyses actually change a decision?), and communication (can you explain a finding to a non-technical stakeholder without a translator?).

The strongest analyst resumes read like a ledger of decisions influenced — a dashboard that retired six manual reports, a test that lifted conversion 9%, a pricing catch worth $1.3M. Tool lists get you past the keyword filter; dollar and percentage outcomes get you the interview.

The example

Daniel Okafor

Data Analyst

daniel.okafor@example.com · +1 (312) 555-0172 · Chicago, IL · linkedin.com/in/danielokafor-data

Summary

Data analyst with 5+ years turning messy operational data into decisions using SQL, Python, and Tableau. Caught a pricing gap that recovered $1.3M in annual margin. Known for analyses stakeholders actually read.

Experience

Senior Data Analyst — Alto & Pine (e-commerce home goods)

Mar 2023 – Present · Chicago, IL

  • Analyzed pricing and promotion data across 12k SKUs with SQL and Python; flagged a chronically mispriced category, recovering $1.3M in annual margin
  • Own 20+ Tableau dashboards used weekly by merchandising and finance; retired 6 manual Excel reports, saving ~15 analyst-hours/week
  • Design and read out A/B tests on checkout and email flows; the winning variant lifted revenue per session +9% and 4 of 7 tests shipped
  • Partner with product and ops leads to define success metrics before launches, cutting post-launch reporting churn

Data Analyst — Clearfork Health (regional clinic network)

Jun 2020 – Feb 2023 · Columbus, OH

  • Wrote and maintained the SQL behind appointment and billing reporting for 14 clinics; cut month-end reporting from 5 days to 2
  • Built a no-show risk model in Python (scikit-learn); a reminder pilot targeting high-risk patients cut no-shows 18%
  • Migrated 30+ static reports into Power BI with row-level security for clinic managers
  • Trained 40+ non-technical staff on self-serve dashboards; ad-hoc reporting tickets dropped ~35%

Education

BS, Statistics — Cuyahoga State University

2016 – 2020 · Cleveland, OH

Minor in economics. Capstone: survival analysis of public transit ridership data.

Certifications

  • Tableau Desktop Specialist — Tableau (2023)
  • Google Data Analytics Professional Certificate — Coursera (2020)

Skills

SQL · Tableau · Excel / Google Sheets · Python (pandas, scikit-learn) · Power BI · A/B testing & statistics · R

Languages

English (Native) · Spanish (Conversational)

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What matters for a data analyst resume

Put SQL first, and prove it

Nearly every analyst posting filters on SQL. Name it in your summary and skills, then let a bullet show it in action — the query behind a decision, not just the word.

One analysis, one decision, one number

Every analyst should have a story where their work changed something. Find yours, quantify the outcome in $ or %, and give it the top bullet of your current role.

Name the dashboard platform the posting uses

Tableau, Power BI, and Looker are rarely interchangeable in a recruiter’s keyword search. List the ones you genuinely know, weighted toward the posting.

Show the stakeholder, not just the chart

"Presented to merchandising leads" beats "made a report". Analysts are hired to move decisions, so name who consumed your work and what they did with it.

FAQ

Do I need Python to get a data analyst job?

Not always, but SQL plus one scripting language is the market default now. If a posting lists Python and you only have Excel, apply anyway — then start closing the gap, because the next posting will too.

How technical should the skills section be?

List what you can defend in a live exercise: SQL, your BI platform, Python/R if real, statistics basics. Ten honest entries beat thirty aspirational ones — interviewers will pick one and dig.

Should I include A/B test results?

Yes — tests are the closest thing analysts have to a controlled experiment on their own value. Report the metric moved, the size of the lift, and what shipped as a result.

More examples

Software Engineer

Full-stack generalist, 6 years in. Metrics up front, buzzwords in moderation.

Project Manager

PMP-certified, $2.5M portfolios, 96% on-time. Methodology mentioned once, outcomes everywhere.

Administrative Assistant

Executive admin, 7 years supporting C-suites. Calendars, Concur, and processes that actually saved time.