ATS keywords for a Data Analyst resume
Applicant Tracking Systems filter out 70–80% of resumes before a human reads them. For a Data Analyst role, these are the keywords and phrases recruiters and ATS software scan for. Missing them is the #1 reason qualified candidates get auto-rejected.
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Check my resume free →Must-have hard skills & keywords
SQLExcelTableauPower BIPythondata visualizationA/B testingETLstatisticsdashboards
Soft skills that matter
attention to detailstorytellingstakeholder managementcritical thinking
Action verbs that win interviews
Start your bullets with these and add a measurable result (a %, a €/$ amount, a number).
Analyzed…Modeled…Visualized…Forecasted…Identified…Reported…
How to use these keywords (without stuffing)
- Only include keywords that are genuinely true for your experience — never fake them.
- Weave them into real bullet points, not a giant "skills" dump. ATSs flag stuffing above ~3% density.
- Match the exact wording from the specific job posting you're applying to.
- Aim for an 80–85% match — chasing 100% reads as artificial to recruiters.
ATS keywords for other roles
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