Advantages and disadvantages of skewness and kurtosis
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- The term skewness is used in the probability theory and statistics and they are also known as the asymmetric measure of the probability distribution.
- The advantage of skewness is that it can be either positive or negative or it may even be undefined.
- They also turn up the data point of high skewness into skewed distribution.
- The major disadvantage of the skewness is it is unpredictable.
- For example, the rise and downfall of a company or the healthy and weak state of a country are the best examples of the skewness.
- The kurtosis can also be expressed as the standardized moments of the standard variable and is particularly called the standardized cumulant.
- Mostly the kurtosis will be in the positive form and the advantage is that the distribution about the means get tighter as the mean gets larger.
- The disadvantage is that it will not have negative or undefined form.
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