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
Solution
Break Down the Problem
- Identify the characteristics of a perfectly symmetrical distribution.
- Determine the meaning of skewness.
Relevant Concepts
- Symmetrical Distribution: In a perfectly symmetrical distribution, the left side of the distribution is a mirror image of the right side.
- 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
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