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DA-100 Exam Topics

Prepare the Data (20-25%)

Get data from different data sources

  • identify and connect to a data source
  • change data source settings
  • select a shared dataset or create a local dataset
  • select a storage mode
  • choose an appropriate query type
  • identify query performance issues
  • use Microsoft Data verse
  • use parameters
  • use or create a PBIDS file
  • use or create a data flow
  • connect to a dataset using the XMLA endpoint

Profile the data

  • identify data anomalies
  • examine data structures
  • interrogate column properties
  • interrogate data statistics

Clean, transform, and load the data

  • resolve inconsistencies, unexpected or null values, and data quality issues
  • apply user-friendly value replacements
  • identify and create appropriate keys for joins
  • evaluate and transform column data types
  • apply data shape transformations to table structures
  • combine queries
  • apply user-friendly naming conventions to columns and queries
  • leverage Advanced Editor to modify Power Query M code
  • configure data loading
  • resolve data import errors

Model the Data (25-30%)

Design a data model

  • define the tables
  • configure table and column properties
  • define quick measures
  • flatten out a parent-child hierarchy
  • define role-playing dimensions
  • define a relationship's cardinality and cross-filter direction
  • design the data model to meet performance requirements
  • resolve many-to-many relationships
  • create a common date table
  • define the appropriate level of data granularity

Develop a data model

  • apply cross-filter direction and security filtering
  • create calculated tables
  • create hierarchies
  • create calculated columns
  • implement row-level security roles
  • set up the Q/A feature

Create measures by using DAX

  • use DAX to build complex measures
  • use CALCULATE to manipulate filters
  • implement Time Intelligence using DAX
  • replace numeric columns with measures
  • use basic statistical functions to enhance data
  • create semi-additive measures

Optimize model performance

  • remove unnecessary rows and columns
  • identify poorly performing measures, relationships, and visuals
  • improve cardinality levels by changing data types
  • improve cardinality levels through summarization
  • create and manage aggregations

Visualize the Data (20-25%)

Create reports

  • add visualization items to reports
  • choose an appropriate visualization type
  • format and configure visualizations
  • import a custom visual
  • configure conditional formatting
  • configure small multiples
  • apply slicing and filtering
  • add an R or Python visual
  • configure the report page
  • design and configure for accessibility
  • configure automatic page refresh
  • create a paginated report
  • create a PivotTable from a Power BI dataset in Excel

Create dashboards

  • set mobile view
  • manage tiles on a dashboard
  • configure data alerts
  • use the Q/A feature
  • add a dashboard theme
  • pin a live report page to a dashboard

Enrich reports for usability

  • configure bookmarks
  • create custom tooltips
  • edit and configure interactions between visuals
  • configure navigation for a report
  • apply sorting
  • configure Sync Slicers
  • use the selection pane
  • use drill through and cross filter
  • drilldown into data using interactive visuals
  • export report data
  • design reports for mobile devices

Analyze the Data (10-15%)

Enhance reports to expose insights

  • apply conditional formatting
  • apply slicers and filters
  • perform top N analysis
  • explore statistical summary
  • use the Q/A visual
  • add a Quick Insights result to a report
  • create reference lines by using Analytics pane
  • use the Play Axis feature of a visualization
  • personalize visuals

Perform advanced analysis

  • identify outliers
  • conduct Time Series analysis
  • use groupings and binnings
  • use the Key Influencers to explore dimensional variances
  • use the decomposition tree visual to break down a measure
  • apply AI Insights

Deploy and Maintain Deliverables (10-15%)

Manage datasets

  • configure a dataset scheduled refresh
  • configure row-level security group membership
  • provide access to datasets
  • configure incremental refresh settings
  • promote or certify Power BI datasets
  • identify downstream dataset dependencies
  • configure large dataset format

Create and manage workspaces

  • create and configure a workspace
  • recommend a development lifecycle strategy
  • assign workspace roles
  • configure and update a workspace app
  • publish, import, or update assets in a workspace
  • apply sensitivity labels to workspace content
  • use deployment pipelines
  • configure subscriptions
  • promote or certify Power BI content

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