ATS Resume Keywords for Data Analyst: Complete Keyword Guide

ATS systems specifically look for tool and technology keywords because they indicate hands-on, practical experience. For Data Analyst positions, familiarity with industry-standard tools is often a hard requirement.

List these tools in your skills section with specificity. Instead of just 'cloud computing,' list specific platforms like 'Tableau' and 'Power BI.' Many recruiters search the ATS database using specific tool names, so including them makes you discoverable.

While hard skills dominate ATS scoring for Data Analyst roles, soft skills keywords are increasingly weighted by modern ATS systems. Many job descriptions specifically mention soft skills, and including them can differentiate you from candidates with similar technical profiles.

Don't just list soft skills—demonstrate them in your experience bullets. Instead of listing 'Analytical thinking,' write an achievement that shows this skill in action.

Professional certifications are high-value keywords for Data Analyst positions. Many ATS configurations use certifications as screening criteria or score boosters. Including relevant certifications can add 5-10% to your overall ATS score.

List certifications with both the full name and abbreviation to catch both search patterns. Include the issuing organization and year obtained for completeness.

Here are example achievement statements that effectively integrate multiple Data Analyst keywords while demonstrating quantified impact. Each bullet contains 2-4 relevant keywords in natural context.

Notice how each bullet starts with an action verb, includes specific technologies or skills, and quantifies the result. This format simultaneously satisfies ATS keyword matching and impresses human reviewers.