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In a perfectly symmetrical distribution, the skewness is:a.Positiveb.Negativec.Zerod.Cannot be determined

Question

In a perfectly symmetrical distribution, the skewness is:

  • a. Positive
  • b. Negative
  • c. Zero
  • d. Cannot be determined
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Solution

Break Down the Problem

  1. Identify the characteristics of a perfectly symmetrical distribution.
  2. Determine the meaning of skewness.

Relevant Concepts

  1. Symmetrical Distribution: In a perfectly symmetrical distribution, the left side of the distribution is a mirror image of the right side.
  2. Skewness: Skewness measures the asymmetry of the distribution of values.
    • Positive skewness indicates a distribution with an asymmetrical tail extending toward the right.
    • Negative skewness indicates a distribution with an asymmetrical tail extending toward the left.
    • A skewness of zero indicates perfect symmetry.

Analysis and Detail

  • For a perfectly symmetrical distribution, the mean, median, and mode are all equal, and the distribution balances out around the central point.
  • This balance implies that there is no tail extending in either direction, which is represented mathematically by a skewness of zero.

Verify and Summarize

  • Given the characteristics of a symmetrical distribution, the skewness is confirmed to be zero.

Final Answer

c. Zero

This problem has been solved

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