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Data Analyst Resume Example

A strong data analyst resume proves three things fast: fluency in SQL and a BI tool such as Tableau or Power BI; analysis that changed a decision, stated as a number like revenue saved or churn reduced; and clean handling of messy data. Name your tools near the top and quantify the business outcome of each project.

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Data Analyst resume example

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Data Analyst

(555) 010-0000 · you@example.com · City, ST · linkedin.com/in/your-name

Professional Summary

Detail-driven data analyst with four years turning SQL queries and dashboards into decisions, experienced in Tableau, Power BI, and Python, with a record of surfacing trends that cut cost and lifted retention.

Experience

Data AnalystSummit Analytics Partners

2022 – Present

City, ST

  • Built a churn-driver dashboard in Tableau that helped product leadership cut monthly churn from 4.8% to 3.1%.
  • Wrote and optimized SQL queries against a 40-table warehouse, trimming a key report's runtime from 11 minutes to 40 seconds.
  • Identified a billing-data discrepancy that recovered $96K in under-invoiced revenue over two quarters.
  • Automated a weekly executive report with Python and scheduled jobs, saving roughly 6 analyst hours per week.
  • Cleaned and reconciled a 2.3M-row customer dataset, raising downstream report accuracy to 99.4%.
  • Partnered with marketing to A/B test email segments, lifting click-through 22% on the winning variant.
  • Documented 30-plus reusable SQL definitions in a shared metrics catalog adopted by three teams.

Junior Data AnalystHarbor Insights Co.

2020 – 2022

City, ST

  • Produced weekly KPI dashboards in Power BI for five regional sales managers covering 1,200 accounts.
  • Reduced manual spreadsheet reporting 70% by replacing copy-paste workflows with parameterized queries.
  • Flagged a seasonal inventory pattern that informed a reorder change saving an estimated $40K annually.
  • Validated survey data from 8,000 respondents and corrected sampling bias before publishing results.
  • Created a data-dictionary wiki that cut repeat questions to the analytics team by about half.
  • Built Excel models with pivot tables and VLOOKUP that finance used for monthly variance reviews.

Education

Bachelor of Science in EconomicsState University

2016 – 2020

Certifications & Licenses

Google Data Analytics Professional Certificate

Skills

SQL · Tableau · Power BI · Excel · Python (pandas) · Data cleaning · A/B testing · Data visualization · ETL workflows · KPI reporting · Statistics · Stakeholder communication

What to put on a data analyst resume

Core skills

SkillWhy it belongs on the resume
SQLWrite joins, window functions, and CTEs against multi-table warehouses daily.
TableauBuild interactive dashboards that turn metrics into decisions for non-technical teams.
Power BIModel data and publish reports for recurring executive and sales reviews.
ExcelPivot tables, lookups, and financial models for ad-hoc and recurring analysis.
Python (pandas)Automate data cleaning, joins, and scheduled reporting jobs.
Data cleaningReconcile, deduplicate, and validate messy source data before analysis.
A/B testingDesign and read experiments to recommend the statistically sound variant.
Data visualizationChoose chart types and layouts that make a finding obvious at a glance.
ETL workflowsMove and transform data from source systems into reporting tables.
KPI reportingDefine and track the metrics each stakeholder team actually acts on.
StatisticsApply significance testing and basic regression to support recommendations.
Stakeholder communicationTranslate query results into plain-language recommendations.
What recruiters and ATS filters expect on a data analyst resume.

Licenses & certifications

List these near the top, exactly as a posting names them: Google Data Analytics Professional Certificate. Never invent a credential or an expiration you cannot back up.

ATS keywords

ATS keywordATS keyword
data analystSQL
TableauPower BI
ExcelPython
pandasdata visualization
A/B testingETL
KPI reportingdata cleaning
dashboardsstatistics
business intelligence
Terms an applicant-tracking system scans for — work them in naturally where they are true of your experience.

Three bullets that work — and why

  1. Built a churn-driver dashboard in Tableau that helped cut monthly churn from 4.8% to 3.1%.

    Why it works: Connects a specific BI deliverable to a measurable business outcome leadership acted on.

  2. Optimized SQL queries against a 40-table warehouse, cutting a report's runtime from 11 minutes to 40 seconds.

    Why it works: Demonstrates real SQL depth with a concrete performance gain, not just tool familiarity.

  3. Identified a billing-data discrepancy that recovered $96K in under-invoiced revenue.

    Why it works: Shows analysis producing direct dollar impact, the strongest kind of analyst proof.

Tailoring it in three steps

  1. Echo the stack in the ad

    If the posting lists SQL plus Power BI, make those the first tools in your skills line and the summary's opening clause.

  2. Reframe projects toward their domain

    Highlight the analysis closest to their industry, finance, marketing, or operations, and lead with its business metric.

  3. Quantify the decision, not the query

    Each bullet should end in what changed because of the analysis, dollars, percentage points, or hours, not just what you queried.

FAQ

Should a data analyst resume show SQL skills with example queries?

No, keep code off the resume. State your SQL fluency and prove it with a bullet citing a query you tuned or a report you built. Save query samples for a portfolio or technical screen.

Do I list Excel on a data analyst resume if I mainly use SQL?

Yes. Excel remains a core analyst tool for ad-hoc work and stakeholder sharing. List it alongside SQL and your BI tool, and reference a model or report you built in it.

How technical should a data analyst resume be versus a data scientist resume?

An analyst resume centers SQL, dashboards, and reporting that drives decisions. A data scientist resume leans toward modeling, statistics, and machine learning. Match the depth to the title you are targeting.

Is this data analyst resume template free to download?

Yes. The DOCX and PDF download with no sign-up, no payment, and no watermark, in a single-column ATS-safe format that keeps your SQL and tool keywords readable to recruiters' systems.

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