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If a distribution is negatively skewed, then:Select one:a.mean > median > modeb.mean < median < modec.median > mean > moded.mean = mode = median

Question

If a distribution is negatively skewed, then:

Select one:

  • a. mean > median > mode
  • b. mean < median < mode
  • c. median > mean > mode
  • d. mean = mode = median
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Solution

Break Down the Problem

  1. Interpret the question about the relationship between the mean, median, and mode in a negatively skewed distribution.
  2. Identify the characteristics of negatively skewed distributions and how they affect these measures of central tendency.

Relevant Concepts

  • In statistics, when a distribution is negatively skewed, it means that the tail on the left side (lower value side) is longer or fatter than the right side.
  • The general relationship between the mean, median, and mode for a negatively skewed distribution is as follows:
    • The mean is typically less than the median, which in turn is less than the mode.

Analysis and Detail

  1. For a negatively skewed distribution:
    • The tail is stretched more to the left, which pulls the mean down.
    • The median, being the middle value, is less affected by the extreme left values compared to the mean.
    • The mode, being the most frequent value, is usually higher than the median in such distributions.

Given these characteristics, we can conclude that:

  • Mean < Median < Mode

Verify and Summarize

  • Reviewing the relationships among the mean, median, and mode in a negatively skewed distribution confirms that they follow the order: Mean<Median<Mode \text{Mean} < \text{Median} < \text{Mode} .

Final Answer

The correct option is: b. mean < median < mode.

This problem has been solved

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