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
Solution
Break Down the Problem
- Interpret the question about the relationship between the mean, median, and mode in a negatively skewed distribution.
- 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
- 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: .
Final Answer
The correct option is: b. mean < median < mode.
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