These are the ATS keywords, credentials, and software terms that recur across current data analyst job descriptions — organized so you can scan for what your resume is missing. Placement matters as much as presence: an ATS keyword buried in a skills list ranks lower than the same term used in context inside an experience bullet.
Title variants
- Data Analyst
- Business Analyst
- BI Analyst
- Reporting Analyst
- SQL Analyst
- Marketing Analyst
- Product Analyst
- Analytics Engineer
Core tools
- SQL
- Python
- Excel
- Google Sheets
- Tableau
- Power BI
- Looker
- Metabase
Cloud data platforms
- Snowflake
- BigQuery
- Redshift
- dbt
- Databricks
- Fivetran
Methods and practices
- A/B testing
- cohort analysis
- funnel analysis
- statistical analysis
- data visualisation
- dashboard design
- KPI reporting
- data modelling
Supporting tools
- Jira
- Confluence
- Google Analytics
- Mixpanel
- Amplitude
- Segment
Long-tail phrases
- data analyst resume examples
- how to write a data analyst resume
- data analyst cv template
- data analyst skills for resume
- SQL data analyst resume
Pasting these terms into your resume verbatim without matching context can read as keyword stuffing to a human reviewer, even if it passes the ATS. The full Data Analyst resume guide shows where each category belongs and how to work it into real experience bullets.