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Exploratory Data AnalysiseasyMultiple ChoiceObjective-mapped

MLS-C01 Exploratory Data Analysis Practice Question

A data analyst wants to understand the distribution of a continuous variable. Which visualization is most appropriate for this purpose?

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

Histogram

(Histogram) is correct because a histogram displays the frequency distribution of a continuous variable by grouping data into bins. Option A (Box plot) is incorrect because it shows summary statistics (median, quartiles, outliers) but not the full distribution. Option B (Bar chart) is incorrect because bar charts are for categorical data, not continuous. Option D (Scatter plot) is incorrect because it shows the relationship between two continuous variables, not the distribution of a single variable.

Answer analysis

Option-by-option breakdown

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

  • Box plot

    Why it's wrong here

    Box plot shows quartiles and outliers but not the full distribution.

  • Bar chart

    Why it's wrong here

    Bar chart is for categorical data.

  • Histogram

    Why this is correct

    Histogram displays the distribution of a single continuous variable.

  • Scatter plot

    Why it's wrong here

    Scatter plot is for two variables.

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Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

This MLS-C01 practice question is part of Courseiva's free Amazon Web Services certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the MLS-C01 exam.