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RolesAnalystAnswer business questions with reports and analysis.Data EngineerBuild the pipelines that move and store data.Data ScientistRun experiments and build models that explain or predict.Analytics EngineerShape clean, trusted tables for analysts, often in dbt.ML EngineerPut machine learning models into products.Data LeadershipLead data teams or design how their data fits together.Data GovernanceKeep data accurate, documented and compliant.Data OperationsRun day-to-day data processing and migrations.Other data rolesData work that doesn't fit one of the roles above.

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