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Visualization and ReportinghardMultiple ChoiceObjective-mapped

DA0-002 Visualization and Reporting Practice Question

A data visualization specialist needs to display the relationship between advertising spend and revenue for 50 product categories over 12 months. The data has many overlapping points. Which chart type best reveals the correlation and density?

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 with alpha blending

A scatter plot with transparency (alpha blending) reveals both correlation and point density by showing overlapping points as darker areas. A bubble chart adds a third variable. A heatmap on a grid loses resolution. A line chart is not for correlation.

Answer analysis

Option-by-option breakdown

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

  • Heatmap with revenue binned

    Why it's wrong here

    Heatmap aggregates data into bins, losing the precise relationship.

  • Line chart for each category

    Why it's wrong here

    Line charts are for trends over time, not for correlation between two continuous variables.

  • Bubble chart

    Why it's wrong here

    Bubble chart introduces a third variable (size) and may still have overlapping issues.

  • Scatter plot with alpha blending

    Why this is correct

    Transparency allows overlapping points to show density while preserving the relationship.

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Written by Johnson Ajibi, MSc IT Security

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