Chapter 17: Problem 5
Find the mean and standard deviation of the data set. $$ 12,-8,13,-15,60,-72,23,-13 $$
Short Answer
Expert verified
Answer: The mean of the data set is 0 and the standard deviation is approximately 16.9.
Step by step solution
01
Calculate the mean of the data set
To find the mean, we need to add all the values in the data set and divide the sum by the total number of values. In this case, there are 8 values in our data set:
$$
Mean = \frac{12 + (-8) + 13 + (-15) + 60 + (-72) + 23 + (-13)}{8}
$$
02
Calculate the mean value
Now, let's calculate the mean:
$$
Mean = \frac{12 - 8 + 13 - 15 + 60 - 72 + 23 - 13}{8} = \frac{0}{8} = 0
$$
The mean of the data set is 0.
03
Calculate the variance of the data set
To find the variance, we first need to find the square of the difference between each value and the mean, and then find the average of these squared differences. We'll use the mean we calculated in Step 2:
$$
Variance = \frac{(12 - 0)^2 + (-8 - 0)^2 + (13 - 0)^2 + (-15 - 0)^2 + (60 - 0)^2 + (-72 - 0)^2 + (23 - 0)^2 + (-13 - 0)^2}{8}
$$
04
Calculate the variance value
Now, let's calculate the variance:
$$
Variance = \frac{12^2 + 8^2 + 13^2 + 15^2 + 60^2 + 72^2 + 23^2 + 13^2}{8} = \frac{2288}{8} = 286
$$
The variance of the data set is 286.
05
Calculate the standard deviation
Finally, to find the standard deviation, we need to take the square root of the variance we calculated in Step 4:
$$
Standard \ Deviation = \sqrt{286} \approx 16.9
$$
The standard deviation of the data set is approximately 16.9.
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Key Concepts
These are the key concepts you need to understand to accurately answer the question.
Understanding Data Sets
A data set is simply a collection of numbers or values that we want to analyze. In this exercise, the given data set is
When given a data set, the first step is generally to understand how these numbers relate to one another by calculating their average, which provides a central value that summarizes the entire set.
- 12, -8, 13, -15, 60, -72, 23, -13
When given a data set, the first step is generally to understand how these numbers relate to one another by calculating their average, which provides a central value that summarizes the entire set.
Exploring Variance
Variance measures how much the values in a data set deviate from the mean. It's a fascinating concept that tells us how spread out the numbers are. A high variance means values are scattered widely from the mean, while a low variance indicates they are close together.
To compute variance, we follow a systematic approach:
To compute variance, we follow a systematic approach:
- First, find the mean of the data set, as done in the original solution.
- Next, calculate the difference between each data point and the mean.
- Square each of these differences to eliminate negative values.
- Finally, average these squared differences to find the variance.
Executing Mathematical Calculations
Mathematical calculations are the core of statistical analysis. In this exercise, we encountered basic calculations to determine the mean, variance, and standard deviation.
These steps are essential:
These steps are essential:
- Adding all data points to calculate the total sum.
- Dividing the total sum by the number of data points to find the mean.
- Computing the variance using squared differences from the mean, as explained earlier.
- Finally, calculating the standard deviation by taking the square root of the variance.