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Extract data from structured data stores
Assessment Strategies
Oral, Written and/or Skill Assessment
Criteria
apprentice evaluates the structured data store for column labels and data contents
apprentice creates a query to prepare structured data store for extract schema
apprentice executes query to capture structured extract data store requirements
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Extract data from unstructured data stores
Assessment Strategies
Oral, Written and/or Skill Assessment
Criteria
apprentice evaluates the unstructured data store for column labels and data contents
apprentice creates a query to prepare unstructured data store for extract schema
apprentice executes query to capture unstructured extract data store requirements
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Examine data for usability
Assessment Strategies
Oral, Written and/or Skill Assessment
Criteria
apprentice evaluates whether data is readable
apprentice determines audience appropriate data values
apprentice assesses whether data meets the established business rules
apprentice assesses whether data meets domain integrity requirements such as nullability, data types, and data format
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Perform data mapping
Assessment Strategies
Oral, Written and/or Skill Assessment
Criteria
apprentice identifies the data source to be utilized by the data mapping process
apprentice analyzes data source for redundancy and consolidation
apprentice identifies data relationships as related to data source and data destination
apprentice determines the target destination for data
apprentice classifies the data transformations required for the data mapping process from data source to data destination
apprentice devises systematic approach to modify source data for data target destination
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Transform data to meet requirements
Assessment Strategies
Oral, Written and/or Skill Assessment
Criteria
apprentice applies a systematic approach to modify source data in preparation for data target destination
apprentice performs data cleaning, filtering, joining, splitting, summarization, aggregation, simplification, derivation, and integration to transform data for data target destination
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Load the data into the target destination
Assessment Strategies
Oral, Written and/or Skill Assessment
Criteria
apprentice performs data load task to add transformed data to the load schema data
apprentice performs data load task to a variety of targets
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Perform ETL testing
Assessment Strategies
Oral, Written and/or Skill Assessment
Criteria
apprentice validates the data results in the extract, transform, and load schemas are as expected and as queried
apprentice performs record counts and row examination for data movement confirmation