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Quiz 2 (Chapters 4 and 5) Question 3
Quiz 2
3. The mean household income in a country in a recent year was about $77,011 and the standard deviation was about $84,000. (The median income was $49, 711.)
a) If a Normal model was used for these incomes, what would be the household income of the top 2 %?
b) How confident should one be in the answer in part a?
c) Why might the Normal model not be a good one for incomes?
a. The income would be _____ (Round to the nearest dollar as needed.)
b) Choose the correct answer below.
- Not very confident, as people tend to over-exaggerate their earnings when reporting their income.
- Very confident, as one would expect the top 2% of household incomes to be close to the value in part a.
- Very confident, as the mean, and not the median, was used to calculate the top 2% of incomes.
- Not very confident, as the standard deviation is larger than the mean, and subtracting one standard deviation from the mean results in nonsensical incomes.
c) Choose the correct answer below.
- Since the median is much less than the mean and the standard deviation is greater than the mean, the distribution of incomes is likely left skewed. The Normal model is only appropriate for data which are unimodal and symmetric.
- Since people tend to over-exaggerate their earnings when reporting their income, the reported mean and standard deviation may not be reliable.
- It is likely that the data have more than one mode. The Normal model is only appropriate for data which are unimodal and symmetric.
- Since the median is much less than the mean and the standard deviation is greater than the mean, the distribution of incomes is likely right skewed. The Normal model is only appropriate for data which are unimodal and symmetric.