Data & Analytics

Data Analyst resume example

A Data Analyst who turns raw data into business decisions; the resume should emphasise SQL depth, dashboarding, and quantified business impact. Below is everything a strong data analyst resume needs — the skills, the ATS keywords recruiters scan for, a sample summary, ready-to-use bullet points, and the best-fit templates. Build yours free, with live ATS scoring as you type.

What recruiters & the ATS look for in a Data Analyst resume

  • Mirror the job post's wording — for data analyst roles that means terms like sql, python, tableau, power bi.
  • Open each bullet with an action verb and close it with a measurable result — %, ₹/$, time saved, or scale.
  • Put your strongest skills (SQL (joins, window functions, CTEs), Data cleaning and wrangling, Exploratory data analysis (EDA)) near the top, where the ATS and a recruiter's first scan both land.
  • Keep it single-column with standard headings and one page (two if senior) so the ATS parses every line.

Key skills for a Data Analyst

Technical
SQL (joins, window functions, CTEs)Data cleaning and wranglingExploratory data analysis (EDA)Statistical analysis and hypothesis testingData visualization and dashboardingA/B testing and experiment designETL and data pipelinesKPI definition and metric designPython (pandas, NumPy) for analysis
Tools
Excel (PivotTables, VLOOKUP)TableauPower BIGoogle AnalyticsBigQuerySnowflakeLooker
Soft skills
Data storytellingStakeholder communicationAttention to detailBusiness acumenProblem-solving

ATS keywords to include

Work these naturally into your summary and experience — they're what keyword-matching scores against for this role.

sqlpythontableaupower biexceldata visualizationdata cleaningetlexploratory data analysisa/b testingstatistical analysisdashboardskpi reportingbigquerysnowflakegoogle analytics

Sample Data Analyst summary

A starting point — replace the bracketed parts with your real numbers and tools. (In the editor, AI can write this for you.)

Data Analyst with [X] years of experience transforming raw data into actionable insights using [SQL/Python] and [BI tool], delivering reporting that supports decisions across [function/business unit]. Skilled in building automated dashboards, running A/B tests, and translating ambiguous business questions into measurable analyses that improved [metric] by [X]%.

Example Data Analyst bullet points

Strong, results-first bullets you can adapt — each leads with an action and includes a measurable outcome.

  • Built automated Power BI dashboards consolidating [5] data sources, cutting manual reporting effort by 80% and saving 15 hours weekly
  • Wrote optimized SQL queries across [10M]+ row tables, reducing average report run time from 12 minutes to under 90 seconds
  • Designed and analyzed A/B tests on checkout flow, identifying a variant that lifted conversion rate by 14%
  • Cleaned and standardized [50K]+ customer records, improving data accuracy to 99% and enabling reliable segmentation
  • Delivered weekly KPI reports to leadership, surfacing churn drivers that informed retention campaigns saving ₹[40L] annually
  • Automated ETL workflows in Python, eliminating manual data prep and reducing pipeline errors by [60]%

Best resume templates for a Data Analyst

Modern ATS

A clean, single-column resume optimized for applicant tracking systems.

Tech Resume

Built for engineers — denser layout with room for tech stacks and projects.

Classic

A timeless serif layout that suits conservative, established fields.

Build your Data Analyst resume in minutes

Pick a template, write with AI, and watch your ATS score climb as you go. Free to build — export as PDF or DOCX.

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