72+ terms · 3 role packs

Data & Analytics keywords, organized for real resume writing.

Keywords for data science, analytics, and business intelligence roles — where quantified impact wins interviews. Start with a role pack, copy only relevant terms, and prove them in an honest achievement bullet.

Skills grouped by type Action verbs in context Keyword-stuffing guidance

Preview: Data Scientist

PythonRSQLTensorFlowPyTorch

Use naturally in a bullet

Modeled customer churn prediction achieving 89% accuracy, saving $2.3M in annual revenue

Quick answer

What keywords should I put on my data science resume?

Top data science resume keywords for 2026: Python, SQL, TensorFlow, PyTorch, Scikit-learn, Tableau, Power BI, A/B Testing, Statistical Analysis, and Machine Learning. For Data Analyst roles, prioritize SQL, Excel (Advanced), Google Analytics, and Data Visualization. Always quantify impact: "Modeled customer churn prediction achieving 89% accuracy, saving $2.3M annually." Certifications like Google Data Analytics or AWS ML Specialty significantly boost ATS scores.

KEY:Hard SkillsSoft SkillsATS KeywordsCertifications

Hard Skills (15)

PythonRSQLTensorFlowPyTorchScikit-learnPandasNumPyTableauPower BIStatistical AnalysisA/B TestingMachine LearningDeep LearningNLP

Soft Skills (6)

Storytelling with DataBusiness AcumenHypothesis-Driven ThinkingStakeholder ManagementAnalytical ThinkingData Storytelling

ATS Match Keywords (7)

Predictive ModelingRegression AnalysisClassificationData MiningFeature EngineeringExperimental DesignMLOps

Certifications (3)

Google Data AnalyticsIBM Data ScienceAWS ML Specialty

Power Action Verbs

Modeled

Modeled customer churn prediction achieving 89% accuracy, saving $2.3M in annual revenue

Predicted

Predicted demand patterns using time-series analysis, reducing inventory waste by 25%

Visualized

Visualized complex datasets into executive dashboards used by C-suite for strategic decisions

Hard Skills (10)

SQLExcel (Advanced)PythonTableauPower BILookerGoogle AnalyticsRStatistical AnalysisData Cleaning

Soft Skills (6)

Critical ThinkingAttention to DetailCommunicationProblem SolvingAnalytical ThinkingData Storytelling

ATS Match Keywords (6)

Data VisualizationKPI TrackingReportingDashboard DevelopmentTrend AnalysisBusiness Intelligence

Certifications (2)

Google Data Analytics CertificateMicrosoft Power BI Data Analyst

Power Action Verbs

Analyzed

Analyzed customer behavior data across 500K+ records, identifying 3 key growth segments

Quantified

Quantified marketing campaign ROI across 5 channels, redirecting $1M to highest-performing

Hard Skills (10)

Power BITableauLookerSQLDAXData ModelingETLExcelSnowflakeGoogle Analytics

Soft Skills (6)

Business Requirements AnalysisStakeholder CommunicationProblem FramingAnalytical ThinkingData StorytellingProblem Solving

ATS Match Keywords (6)

Self-Service AnalyticsData GovernanceReport AutomationExecutive ReportingDimensional ModelingData-Driven Decision Making

Certifications (2)

Tableau Certified Data AnalystPower BI Data Analyst Associate

Power Action Verbs

Developed

Developed self-service BI dashboards adopted by 150+ business users across 4 departments

Streamlined

Streamlined monthly reporting from 5-day manual process to automated same-day delivery

Job-description workflow

Match language without inventing experience

  1. 1. Highlight: mark repeated skills, tools, credentials, and outcomes in the target description.
  2. 2. Verify: keep only terms you can support with work, projects, education, or training.
  3. 3. Prove: place the strongest terms inside natural bullets that explain action, context, and result.

Use These Keywords — Build Your Resume Free

Now that you have the right keywords, build an ATS-friendly resume that puts them to work.

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