Which of the following are true about fat tail distribution:
1. They are a good model for some financial data.
2.the mean is a good representation of the distribution.
3.they are the best choice for the most type of data.
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Answer:
THE CORRECT OPTION IS 2
Explanation:
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The true statement about fat tail distribution is that they are a good model for some financial data.
- The statements can be categorised true/false as -
1. They are a good model for some financial data - True
- Financial data and other data types where extreme events occur more frequently than a normal distribution would frequently exhibit fat tail distributions.
- Such occurrences include pandemics, natural disasters, and stock market crashes.
2. the mean is a good representation of the distribution. - False
- The mean does not accurately depict a distribution with this distribution and might not correctly reflect the distribution's central tendency.
- This is because these distributions have a larger likelihood of severe events than a normal distribution does.
- Other metrics, like the median or mode, might be a better choice.
3. they are the best choice for the most type of data. - False
- For the majority of data types, fat tail distributions are not the ideal option.
- A normal distribution or another kind of distribution may be better appropriate in many situations.
- Only when extreme occurrences happen more frequently than would be predicted by a normal distribution are fat tail distributions relevant.
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