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Data Analyst · Updated September 2026

Data Analyst Resume Example & the Skills Employers Want

A strong data analyst résumé proves you turn data into decisions, not just charts. SQL is the single most-requested skill (53% of analyst postings, per 2026 research), so pair it with a visualization tool and a scripting language, and quantify the business outcome every analysis drove.

Skills employers ask for most

The most-requested skills in data analyst job postings, per published hiring research. Put the ones you have in a dedicated Skills section and prove the top few in your bullets.

  • SQL53%
  • Microsoft Excel41%
  • Python31%
  • Power BI29%
  • Problem solving29%
  • Tableau26%
  • R25%
  • Machine learning14%
  • Presentation skills14%

Source: 365 Data Science, Data Analyst Job Outlook (2026) — share of analyzed US data-analyst job postings requesting each skill.

Example data analyst résumé

Resunova score 89/100
Sample Candidate
candidate@example.com
Atlanta, GA
Summary

Data analyst with four years of experience turning ambiguous business questions into clear, quantified recommendations using SQL, dashboards, and statistical analysis. Builds self-serve reporting that replaces manual pulls, and partners directly with finance, merchandising, and operations leaders to size opportunities and measure impact after launch. Surfaced a promotional pricing inefficiency worth $1.2M in annual margin through margin decomposition. Now owns executive reporting for 12 business units and the shared metric dictionary behind it.

Experience
Data Analyst2023 – Present
Larkspur Consumer GoodsAtlanta, GA
Built executive Tableau dashboards tracking 30 KPIs across 12 business units, now used weekly by 140 employees and in the monthly leadership business review.
Identified a promotional pricing inefficiency through margin decomposition, unlocking $1.2M in annual margin improvement.
Automated the monthly close reporting process in SQL and Python, cutting turnaround from three days to four hours and eliminating 20+ manual spreadsheet steps.
Ran a cohort retention analysis across 480,000 loyalty members that reframed the churn narrative and redirected a $300K retention budget to the highest-risk segment.
Documented 45 core metric definitions in a shared data dictionary, resolving recurring reporting disputes between finance and marketing.
Business Intelligence Analyst2021 – 2023
Piedmont Retail GroupAtlanta, GA
Rebuilt the weekly sales reporting suite in SQL and Tableau, reducing refresh time from 45 minutes to under 5 and retiring 11 duplicate legacy reports.
Ran a store-level regression linking staffing hours to conversion, supporting a scheduling change that raised conversion 4% across 60 locations.
Partnered with supply chain on an out-of-stock alerting view that cut average time-to-detect from 6 days to under 24 hours.
Delivered 25+ stakeholder analysis requests per quarter with a median two-day turnaround, tracked through a shared intake queue.
Trained 18 business users on self-serve Tableau, reducing analyst ticket volume by 35% within two quarters.
Reporting Analyst (Part-Time)2020 – 2021
Cobalt Ridge LogisticsAtlanta, GA
Maintained daily shipment and on-time-delivery reporting across four regional depots covering roughly 6,000 shipments per week.
Rebuilt three Excel trackers as parameterized SQL queries, removing about 8 hours of manual copy-and-paste work each week.
Traced a recurring delivery-time variance to duplicated scan events, correcting a metric that had overstated on-time rate by 5 points.
Produced a weekly exception summary flagging the 20 most delayed shipments, which the operations manager used for same-day follow-up.
Education
Georgia State University2017 – 2021
B.S. StatisticsGPA: 3.7
Atlanta, GA
Coursework: Applied Regression Analysis, Probability, Experimental Design, Database Management, Data Mining, Business Forecasting
Chattahoochee Technical College2015 – 2017
A.S. Business AdministrationGPA: 3.8
Marietta, GA
Projects
Metro Housing Affordability Dashboard | SQL, Python, Tableau, Public Census Data2024
Combined five public datasets covering 120 metro areas into a Tableau dashboard mapping rent burden against median household income.
Wrote a Python refresh script that keeps the underlying tables current with quarterly data releases in under 10 minutes.
Skills
SQL · Tableau · Excel · Python · Statistical Analysis · Data Storytelling
Analytics: SQL, Python, Excel, Statistical Analysis, Cohort Analysis, Forecasting, A/B Testing
Visualization: Tableau, Power BI, Looker, Executive Dashboard Design, Data Storytelling
Data: Snowflake, PostgreSQL, dbt, Google Analytics, Data Modeling, Metric Definition
Business: Stakeholder Partnership, Requirements Gathering, Self-Serve Enablement, Documentation
Certifications
Tableau Desktop Specialist - Tableau, 2022
Google Data Analytics Professional Certificate - Coursera, 2021
Advanced SQL for Data Analysis - DataCamp, 2023

A complete, scored data analyst / analytics specialist résumé (fictional candidate) built with Resunova. Notice every bullet leads with a strong verb and ends in a measurable outcome — that pattern is what earns the score above. Score your own résumé free →

Salary & where these roles work

Median base
$159,862
Typical range
$135k–$190k
Remote
11%
Hybrid
29%
On-site
60%

From 203 analyzed data analyst postings. Figures vary by location and seniority.

Data Analyst resume FAQ

What skills should a data analyst resume highlight?

SQL is the single most-requested skill, appearing in 53% of analyst postings (365 Data Science, 2026). Pair it with Excel (41%), Python (31%), and a visualization tool (Power BI 29%, Tableau 26%), and quantify the decisions your analysis drove.

Should a data analyst resume include a portfolio?

Yes. A link to dashboards, a GitHub with SQL or Python notebooks, or a written end-to-end analysis sets you apart from keyword-only résumés.

How do I quantify data analyst impact on a resume?

Tie each analysis to a business outcome (revenue found, hours saved, churn reduced, decisions accelerated) rather than writing 'analyzed data using SQL.'

Build your data analyst résumé

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