Data Analyst Top Skills/Phrases

Top Skills/Phrases

See the top technical and behavioral skills and phrases desired by employers.

Technical Skills/Phrases

Core technical skills and phrases employers request most often.

Write accurate SQL queries for analysis and reportingClean, validate, and reconcile messy business dataUse Excel or spreadsheets for analysis, modeling, and quality checksBuild clear Power BI or Tableau dashboardsDefine KPIs and metric logic with business stakeholdersPerform descriptive and diagnostic analysisApply practical statistics to business questionsDesign and interpret basic experiments and A/B testsChoose charts that match the question and audienceBuild and use reliable semantic models for self-service BITrace data lineage and document metric definitionsInvestigate data-quality issues and root causesUse Python or R to automate and extend analysisWork with data warehouses and cloud analytics environmentsTranslate findings into decisions, actions, and business storiesProtect sensitive data and follow privacy requirements

Behavioral Skills/Phrases

Professional skills and phrases that help candidates collaborate, communicate, and grow into senior roles.

Ask clear questions before starting analysisExplain findings to non-technical stakeholdersChallenge unclear or misleading metrics respectfullyPrioritize high-value business questionsCommunicate uncertainty and data limitations clearlyCollaborate across finance, product, operations, and technology teamsBalance speed with accuracyDocument assumptions and decisionsListen for the real business problem behind a requestPresent concise recommendations backed by evidenceTake ownership of data issues through resolutionAdapt analysis when requirements changestakeholder managementcommunicationproblem solvinganalytical thinkingbusiness acumenattention to detailstorytellingcross-functional collaborationrequirements gatheringprioritizationdecision supportownership