Problem 8
Question
Determine the whole number of standard deviations that includes all data values. The mean price of the nonfiction books on a best-sellers list is \(\$ 25.07 ;\) the standard deviation is \(\$ 2.62 .\) \(\$ 26.95, \$ 22.95, \$ 24.00, \$ 24.95, \$ 29.95, \$ 19.95, \$ 24.95, \$ 24.00, \$ 27.95, \$ 25.00\)
Step-by-Step Solution
Verified Answer
The entire data set ranges within 2 standard deviations from the mean.
1Step 1: Identify maximum and minimum values
Identify the highest and lowest prices from the data. This gives \$29.95 as the maximum value and \$19.95 as the minimum value.
2Step 2: Calculation of respective deviations from the mean
Calculate the deviations of the maximum and minimum values from the mean. Subtract the mean from each value. This gives \$29.95 - \$25.07 = \$4.88 for maximum value and \$25.07 - \$19.95 = \$5.12 for minimum value.
3Step 3: Conversion of deviations into standard deviations
Divide each deviation by the standard deviation to convert them into number of standard deviations. This results in \$4.88 / \$2.62 = 1.86 for the maximum value and \$5.12 / \$2.62 = 1.95 for the minimum value.
4Step 4: Rounding off to whole numbers
Since we are interested in whole number of standard deviations, round off the above results to nearest whole numbers. Thus, the number of standard deviations for maximum and minimum values are 2 and 2 respectively.
Key Concepts
Mean and MedianData AnalysisStatistical Deviations
Mean and Median
When we talk about data analysis, two crucial statistical measures often surface: the mean and the median. Both are measures of central tendency, which means they help to identify the center point of a data set. The mean, also known as the average, is calculated by adding up all the values in a data set and then dividing by the number of values. In the exercise, the mean price of nonfiction books was calculated to be $25.07. This gives us a sense of the overall pricing level within the list.
The median, on the other hand, is the middle value in a list of numbers. If the dataset is arranged in ascending or descending order, the median is the number that separates the higher half from the lower half. While this exercise focuses on the mean, understanding the median can be equally important, especially in datasets with outliers. Outliers can skew the mean, making the median a better measure of central tendency in such cases.
The median, on the other hand, is the middle value in a list of numbers. If the dataset is arranged in ascending or descending order, the median is the number that separates the higher half from the lower half. While this exercise focuses on the mean, understanding the median can be equally important, especially in datasets with outliers. Outliers can skew the mean, making the median a better measure of central tendency in such cases.
Data Analysis
Data analysis involves examining, cleaning, transforming, and modeling data to discover useful information, draw conclusions, and support decision-making. In the context of the exercise, we are analyzing the prices of nonfiction bestsellers. We start by identifying key metrics such as the mean, and we also need to spot the highest and lowest data points.
In this exercise:
In this exercise:
- The highest book price is $29.95.
- The lowest book price is $19.95.
Statistical Deviations
Statistical deviations, primarily the standard deviation, measure the amount of variation or dispersion in a set of values. When analyzing data, the standard deviation tells us how much the typical values deviate from the mean price. In the exercise, the standard deviation was $2.62.
Here's how we applied this to our data:
Here's how we applied this to our data:
- We calculated the deviation of the highest value ($29.95) from the mean, which was $4.88.
- The deviation of the lowest value ($19.95) from the mean was $5.12.
- $4.88 ÷ $2.62 = 1.86
- $5.12 ÷ $2.62 = 1.95
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