Microsoft Certified: Fabric Analytics Engineer AssociateExplore and analyze data (15-20%)Hard

A data analyst is designing a Power BI report using data from a Lakehouse SQL endpoint in Microsoft Fabric. They need to visualize the distribution of `customer_age` for different `product_categories`. The goal is to easily compare the shape and spread of age data across categories, identifying any skewness or outliers. Which Power BI visual is best suited for this requirement?

  1. ABox and Whisker plot
  2. BStacked column chart
  3. CScatter chart
  4. DLine chart
Show answer & explanation

Correct answer: A. Box and Whisker plot

A Box and Whisker plot is specifically designed to display the distribution of a dataset, showing its median, quartiles, and potential outliers. When grouped by `product_categories`, it allows for direct comparison of these distributional characteristics across groups, perfectly addressing the need to compare shape, spread, skewness, and outliers.

Why the other options are wrong

  • B. Stacked column charts are used to compare parts of a whole or totals across categories, not the statistical distribution of a continuous variable.
  • C. Scatter charts are used to show relationships between two numerical variables, not the distribution of a single variable across categories.
  • D. Line charts are used to show trends over time or ordered categories, not data distribution.

Box and Whisker Plot

A visual display of the distribution of a dataset through its quartiles, median, and potential outliers, often used for comparing distributions across different groups.

  • Shows five-number summary: minimum, first quartile (Q1), median (Q2), third quartile (Q3), maximum.
  • Whiskers extend to the lowest/highest data points within 1.5 times the interquartile range (IQR).
  • Points beyond the whiskers are considered outliers.

Memory trick: Boxes show the spread, whiskers show the reach.

More Explore and analyze data (15-20%) questions