Data Analyst Resume Keywords & ATS Expectations

This is the live data our resume scanner uses when it detects a data analyst resume — the keyword tables, certifications, and titles from our data science detection engine.

Core skills per the U.S. Department of Labor

Source: O*NET 15-2051.00 — Data Scientists (onetonline.org, public domain)

statistical analysismachine learningdata visualizationdata cleaningmathematical reasoningcritical thinking

PythonRSQLTableauTensorFlowpandasscikit-learn

Keywords ATS systems expect on a data analyst resume

statistical analysisstatisticshypothesis testinga/b testinga/b testexperiment designexperimentationregressionclassificationclusteringpredictive modelingmodel buildingfeature engineeringexploratory data analysisEDAdata visualizationinsightsdashboardsreportingbusiness intelligence

Certifications that anchor a data analyst resume

google data analyticsibm data sciencetableau certifiedaws machine learningcourseradatacamp

Adjacent titles recruiters search alongside "Data Analyst"

data scientistsenior data scientiststaff data scientistprincipal data scientistsenior data analystanalytics managerhead of analyticsquantitative analystquant analystresearch scientist

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Methodology: these lists come directly from the detection tables our scanner runs on every data science resume, validated by a pinned regression suite. See our methodology.