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Visualization and ReportingeasyMultiple ChoiceObjective-mapped

DA0-002 Visualization and Reporting Practice Question

A data analyst needs to visualize the relationship between two continuous variables: advertising spend (in dollars) and monthly sales (in units). Which chart type is most appropriate?

⚠ Common exam trap

Many exam-takers choose a line chart (Option D) because they mistakenly think 'relationship' implies a trend over time, but line charts require a sequential or time-based x-axis, not two independent continuous variables.

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

Scatter plot

A scatter plot is the most appropriate chart for visualizing the relationship between two continuous variables, such as advertising spend (dollars) and monthly sales (units). It displays individual data points on an x-y axis, allowing the analyst to observe correlation, clustering, or outliers between the two numeric fields. This aligns with the DA0-001 objective of selecting visualizations based on data type and analytical goal.

Answer analysis

Option-by-option breakdown

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

  • Scatter plot

    Why this is correct

    Scatter plots are used to display the relationship between two continuous variables.

  • Pie chart

    Why it's wrong here

    Pie charts show parts of a whole, not relationships between two continuous variables.

  • Bar chart

    Why it's wrong here

    Bar charts compare categories, not continuous variables.

  • Line chart

    Why it's wrong here

    Line charts are best for trends over time; scatter plot is more direct for relationship analysis.

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Last reviewed: Jun 11, 2026

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