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Question
3 mai took a survey of students in her class to find out how many hours they spend each week. here are some summary statistics for the data that mai gathered: mean 8.5 hours, median 7 hours, standard deviation 5.3 hours, q1: 5 hours, q3: 11 hours. a. give an example of a number of hours larger than the median which would be an outlier. explain your reasoning. b. are there any outliers below the median? explain your reasoning.
Step1: Recall outlier formula
An outlier is defined as a value less than $Q1 - 1.5\times IQR$ or greater than $Q3+1.5\times IQR$, where $IQR = Q3 - Q1$. First, calculate $IQR$.
$IQR=Q3 - Q1=11 - 5 = 6$
Step2: Calculate upper - bound for non - outliers
Calculate the upper - bound for non - outliers using the formula $Q3+1.5\times IQR$.
$Q3+1.5\times IQR=11+1.5\times6=11 + 9=20$
Step3: Provide an outlier example
A value larger than the median (7 hours) and also an outlier could be 25 hours. Since $25>20$, it is an outlier.
Step4: Calculate lower - bound for non - outliers
Calculate the lower - bound for non - outliers using the formula $Q1 - 1.5\times IQR$.
$Q1 - 1.5\times IQR=5-1.5\times6=5 - 9=- 4$
Since the number of hours cannot be negative, the lowest non - negative value we consider for non - outliers starts from 0. All values between 0 and the median (7 hours) are not outliers. So, there are no outliers below the median.
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a. An example of a number of hours larger than the median which is an outlier is 25 hours. Reason: $IQR = Q3 - Q1=11 - 5 = 6$, $Q3+1.5\times IQR=11 + 9=20$, and $25>20$.
b. No. Reason: $Q1 - 1.5\times IQR=5 - 9=-4$, and since the number of hours cannot be negative, all non - negative values less than the median (7 hours) are within the non - outlier range.