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Exploratory Data AnalysiseasyMultiple ChoiceObjective-mapped

MLS-C01 Exploratory Data Analysis Practice Question

A data analyst is exploring a dataset and wants to identify outliers in a numerical feature. Which visualization technique is most effective for detecting outliers?

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

Box plot

Box plot. A box plot is specifically designed to show quartiles and highlight outliers as points beyond the whiskers. A line chart (A) is for trends over time, a histogram (B) shows distribution but does not isolate outliers, and a scatter plot (C) is for bivariate relationships.

Answer analysis

Option-by-option breakdown

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

  • Line chart

    Why it's wrong here

    Line charts are for trends over time, not for outlier detection in a single variable.

  • Histogram

    Why it's wrong here

    Histograms show distribution but outliers may be in bins with few counts, not as clearly as box plots.

  • Scatter plot

    Why it's wrong here

    Scatter plots show relationships between two variables, not univariate outliers.

  • Box plot

    Why this is correct

    Box plots display outliers as individual points outside the whiskers.

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