Resume Template for Data Analyst
SQL fluency, dashboard ownership, and the business questions you've actually answered — not a BI tool roll-call.
What hiring managers look for in a Data Analyst resume
Data-analyst hiring rewards CVs that prove you've answered real business questions, not just queried tables. The CVs that win interviews surface specific business decisions your analysis informed — pricing changed, a feature killed, a market expanded — and the SQL or dashboard work that produced them. Hiring managers in this space scan past the Tableau/Looker/Power-BI list (everyone has one) and look for evidence of stakeholder fluency: what was the question, what was the answer, what changed because of it. Bullets like 'built dashboards' are noise; bullets like 'built the marketing-spend dashboard now used in every monthly executive review' carry the weight. A real portfolio (sample analyses, dashboards screenshots, a GitHub of notebooks) elevates the whole CV.
Top 15 ATS keywords for Data Analyst applications
These are the terms applicant tracking systems most reliably score against for Data Analystroles. Use them naturally in your bullets — not just in the skills section — and prefer the JD's exact phrasing when it differs slightly from yours.
- SQL
- Tableau
- Looker
- Power BI
- Python (pandas)
- Excel (advanced)
- data visualisation
- A/B testing
- cohort analysis
- BigQuery
- Snowflake
- dbt
- stakeholder management
- data storytelling
- statistics
Common mistakes Data Analyst candidates make
Patterns recruiters and hiring managers in this category see repeatedly. Each one is fixable in minutes.
Bullets describe what you queried, not what your analysis informed.
Fix: Reframe each bullet around the business decision: 'analysis that changed X' beats 'queried table Y'.
Listing every BI tool ever touched without depth markers.
Fix: Mark the 2–3 you'd ship a dashboard in tomorrow; bucket the rest as 'experience with'.
No SQL sample, notebook, or dashboard link.
Fix: Add a redacted GitHub or a portfolio site. Analyst CVs without code samples lose to ones with them every time.
Treating stakeholder communication as a soft skill.
Fix: It's the core role. Surface one bullet about a presentation, a debate you settled with data, or a stakeholder relationship you owned.
Sample Data Analyst resume bullets
Each bullet follows the Verb–Action–Result pattern: a strong verb, a specific context (tool, scope, decision), and a measurable outcome. Adapt the numbers and tools to your own work — keep the structure.
Built the marketing-spend dashboard now used in every monthly executive review; flagged the $240k under-performing channel that got cut in Q3.
Ran the A/B-test analysis programme across 22 experiments; called the 4 that shipped and the 6 that were killed for not clearing the harm bar.
Authored the team's SQL style guide and dbt model patterns; cut average analysis time from 3 days to 6 hours via reusable marts.
Partnered with finance on the pricing-elasticity analysis that informed the $4M annual revenue impact of the Q4 plan change.
Mentored two junior analysts through their first end-to-end stakeholder projects; both now own their own business-line dashboards.
Continue reading
Deep-dive guides that pair with this role's patterns.
Writing bullets
How to write achievement bullets that land interviews
Most resume bullets describe duties. Interview-worthy bullets describe wins. Here's the structural difference, and a six-minute exercise to fix every line on your CV.
5 min readReadWriting bullets
The STAR method, with worked examples by role
Situation, Task, Action, Result — the framework everyone references and most people use wrong. Here's STAR done well, with concrete bullets across engineering, product, marketing, ops, and sales.
5 min readReadTailoring
How to find the keywords ATS scans for in any job description
A repeatable five-minute method for extracting the keywords that drive your ATS score — and how to weave them into your CV without sounding like a robot.
5 min readRead
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