Data Analyst resume keywords and examples

Data analyst is one of the most applied-for job titles, which makes recruiter searches strict. SQL plus one visualisation tool (Tableau, Power BI or Looker) is the usual first filter, with Excel close behind.

What lifts an analyst resume above the pile is evidence that someone acted on the work: a process changed, money was saved, a launch was stopped.

By Kartikeya Mishra. Reviewed October 2026.

What recruiters search for

Grouped the way data analyst postings usually ask for them.Use the posting's exact spelling, and only list what you've actually used.

Querying

Mention the SQL dialect or warehouse if the posting names one.

SQL
PostgreSQL
BigQuery
Snowflake
MySQL

Spreadsheets

Specific functions read stronger than "advanced Excel".

Excel
Pivot Tables
VLOOKUP
Power Query
Google Sheets

Visualisation

Match the tool the company uses; many postings name exactly one.

Tableau
Power BI
Looker
Data Visualization
Dashboards

Analysis

Shows you go beyond reporting.

Data Analysis
Statistics
A/B Testing
Python
Forecasting
KPIs

Bullets: before and after

Illustrative examples — the numbers are made up to show the shape of a strong bullet. Use your own.

Created reports in Excel.
Automated the weekly sales report with Power Query and pivot tables, saving the finance team 6 hours a week.
Why it works: Tool specifics and time saved.
Analysed customer data.
Found in SQL that 40% of refunds came from one courier region; the switch to a new partner cut refund costs ₹18 lakh per quarter.
Why it works: An insight, the action it drove, and the money.
Built dashboards.
Built a Power BI dashboard tracking 9 operations KPIs for 25 store managers, replacing emailed spreadsheets.
Why it works: Who used it and what it replaced.

Mistakes we see on data analyst resumes

"Advanced Excel" with no detail: Everyone writes it. Name what you do: pivot tables, XLOOKUP, Power Query, macros.
No business outcome: Analysis is valuable when it changes a decision. Say what happened next.
Listing both Tableau and Power BI at expert level: Possible, but rare. If you're stronger in one, say so — interviewers will test it.

Job titles to search and mirror

Data Analyst
Business Intelligence Analyst
Reporting Analyst
Product Analyst
Operations Analyst

Certifications worth listing

Google Data Analytics Professional Certificate
Microsoft Power BI Data Analyst (PL-300)
Tableau Desktop Specialist

Only if you hold them. Write the official name in full.

Have a data analyst posting open? Check your resume against it.

Check my resume

Common questions

Do I need Python to be a data analyst?

Not always. SQL and a BI tool are the core. Python is increasingly listed as preferred, so add it if you use it.

How do I get a data analyst job with no experience?

Two or three public projects on real datasets, each with a question, a SQL query, a chart and a recommendation, plus a resume that lists them under Projects.