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DA0-001 · Question #53

Which of the following BEST describes standard deviation?

The correct answer is C. A measure of the amount of dispersion of a set of values. Standard deviation quantifies the average amount of variability or dispersion of individual data points around the mean in a dataset.

Data Analysis

Question

Which of the following BEST describes standard deviation?

Options

  • AA measure that is used to establish a relationship between two variables
  • BA measure of how data is distributed
  • CA measure of the amount of dispersion of a set of values
  • DA measure that is used to find the significant difference between variables

How the community answered

(30 responses)
  • A
    3% (1)
  • C
    93% (28)
  • D
    3% (1)

Why each option

Standard deviation quantifies the average amount of variability or dispersion of individual data points around the mean in a dataset.

AA measure that is used to establish a relationship between two variables

Establishing a relationship between two variables is typically done using correlation or regression analysis, not standard deviation.

BA measure of how data is distributed

While standard deviation contributes to understanding data distribution, a complete measure of distribution also includes skewness and kurtosis; standard deviation specifically measures dispersion.

CA measure of the amount of dispersion of a set of valuesCorrect

Standard deviation is a statistical measure that quantifies the amount of variation or dispersion of a set of values, indicating how spread out the numbers are from the average (mean).

DA measure that is used to find the significant difference between variables

Finding significant differences between variables often involves hypothesis testing (e.g., t-tests, ANOVA), not standard deviation directly.

Concept tested: Statistical measures - standard deviation

Source: https://learn.microsoft.com/en-us/office/excel/functions/stdev-functions-overview

Topics

#standard deviation#data dispersion#statistics

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