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DA0-002 Data Analysis Practice Question

Which TWO of the following are dimensional modeling techniques commonly used in data warehouses?

⚠ Common exam trap

Candidates often confuse general data modeling concepts (like ERDs) or data visualization tools (like scatter plots and histograms) with specific dimensional modeling techniques used in data warehouses.

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

Snowflake schema

The snowflake schema is a dimensional modeling technique where dimension tables are normalized into multiple related tables, reducing data redundancy. This structure is commonly used in data warehouses to improve query performance and maintainability for complex analytical queries.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Entity-relationship diagram

    Why it's wrong here

    Entity-relationship diagrams are used for relational database design, not specifically for dimensional modeling.

  • Snowflake schema

    Why this is correct

    Snowflake schema is a dimensional modeling technique where dimensions are normalized.

  • Star schema

    Why this is correct

    Star schema is a dimensional modeling technique with a central fact table and dimension tables.

  • Scatter plot

    Why it's wrong here

    Scatter plot is a chart for visualizing relationships, not a data modeling technique.

  • Histogram

    Why it's wrong here

    Histogram is a chart for data distribution, not a data modeling technique.

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