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Exam Certified Data Analyst Associate All Questions

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Exam Certified Data Analyst Associate topic 1 question 44 discussion

Actual exam question from Databricks's Certified Data Analyst Associate
Question #: 44
Topic #: 1
[All Certified Data Analyst Associate Questions]

In which of the following situations will the mean value and median value of variable be meaningfully different?

  • A. When the variable contains no outliers
  • B. When the variable contains no missing values
  • C. When the variable is of the boolean type
  • D. When the variable is of the categorical type
  • E. When the variable contains a lot of extreme outliers
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Suggested Answer: E 🗳️

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csrazdan
4 months ago
Selected Answer: E
The mean value of a variable is the average of all the values in a data set, calculated by dividing the sum of the values by the number of values. The median value of a variable is the middle value of the ordered data set, or the average of the middle two values if the data sethas an even number of values. The mean value is sensitive to outliers, which are values that are very different from the rest of the data. Outliers can skew the mean value and make it less representative of the central tendency of the data. The median value is more robust to outliers, as it only depends on the middle values of the data.Therefore, when the variable contains a lot of extreme outliers, the mean value and the median value will be meaningfully different, as the mean value will be pulled towards the outliers, while the median value will remain close to the majority of the data1.
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