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Skills at a glanceMaintain a data analytics solution (25β30%)Prepare data (45β50%)Implement and manage semantic models (25β30%)Maintain a data analytics solution (25β30%)Implement security and governanceImplement workspace-level access controlsImplement item-level access controlsImplement row-level, column-level, object-level, and file-level access controlApply sensitivity labels to itemsEndorse itemsMaintain the analytics development lifecycleConfigure version control for a workspaceCreate and manage a Power BI Desktop project (.pbip)Create and configure deployment pipelinesPerform impact analysis of downstream dependencies from lakehouses, data warehouses, dataflows, and semantic modelsDeploy and manage semantic models by using the XMLA endpointCreate and update reusable assets, including Power BI template (.pbit) files, Power BI data source (.pbids) files, and shared semantic modelsPrepare data (45β50%)Get dataCreate a data connectionDiscover data by using OneLake data hub and real-time hubIngest or access data as neededChoose between a lakehouse, warehouse, or eventhouseImplement OneLake integration for eventhouse and semantic modelsTransform dataCreate views, functions, and stored proceduresEnrich data by adding new columns or tablesImplement a star schema for a lakehouse or warehouseDenormalize dataAggregate dataMerge or join dataIdentify and resolve duplicate data, missing data, or null valuesConvert column data typesFilter dataQuery and analyze dataSelect, filter, and aggregate data by using the Visual Query EditorSelect, filter, and aggregate data by using SQLSelect, filter, and aggregate data by using KQLImplement and manage semantic models (25β30%)Design and build semantic modelsChoose a storage modeImplement a star schema for a semantic modelImplement relationships, such as bridge tables and many-to-many relationshipsWrite calculations that use DAX variables and functions, such as iterators, table filtering, windowing, and information functionsImplement calculation groups, dynamic format strings, and field parametersIdentify use cases for and configure large semantic model storage formatDesign and build composite modelsOptimize enterprise-scale semantic modelsImplement performance improvements in queries and report visualsImprove DAX performanceConfigure Direct Lake, including default fallback and refresh behaviorImplement incremental refresh for semantic models
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