Math Problem Statement
Calculate the range, population variance, and population standard deviation for the following data set. If necessary, round to one more decimal place than the largest number of decimal places given in the data.
8,9,10,11,12,13,14,15,16,17
Solution
To calculate the range, population variance, and population standard deviation for the given data set, we will follow these steps:
1. Calculate the Range
The range is the difference between the maximum and minimum values in the data set.
2. Calculate the Population Variance
The formula for population variance () is:
Where:
- is the number of data points
- is each individual data point
- is the population mean
Step 2.1: Calculate the Population Mean ()
Step 2.2: Calculate Each Squared Deviation from the Mean and Sum Them
(8 - 12.5)^2 &= (-4.5)^2 = 20.25 \\ (9 - 12.5)^2 &= (-3.5)^2 = 12.25 \\ (10 - 12.5)^2 &= (-2.5)^2 = 6.25 \\ (11 - 12.5)^2 &= (-1.5)^2 = 2.25 \\ (12 - 12.5)^2 &= (-0.5)^2 = 0.25 \\ (13 - 12.5)^2 &= (0.5)^2 = 0.25 \\ (14 - 12.5)^2 &= (1.5)^2 = 2.25 \\ (15 - 12.5)^2 &= (2.5)^2 = 6.25 \\ (16 - 12.5)^2 &= (3.5)^2 = 12.25 \\ (17 - 12.5)^2 &= (4.5)^2 = 20.25 \\ \end{aligned}$$ The sum of these squared deviations is: $$\sum (x_i - \mu)^2 = 20.25 + 12.25 + 6.25 + 2.25 + 0.25 + 0.25 + 2.25 + 6.25 + 12.25 + 20.25 = 82.5$$ **Step 2.3: Calculate the Population Variance** $$\sigma^2 = \frac{82.5}{10} = 8.25$$ ### 3. Calculate the Population Standard Deviation The population standard deviation ($$\sigma$$) is the square root of the population variance: $$\sigma = \sqrt{8.25} \approx 2.87$$ ### Summary of Results: - **Range**: 9 - **Population Variance ($$\sigma^2$$)**: 8.25 - **Population Standard Deviation ($$\sigma$$)**: 2.87 Would you like more details or have any questions? Here are five related questions you might consider: 1. How would the calculations change if this was a sample instead of a population? 2. What is the coefficient of variation for this data set? 3. How would the variance change if an additional data point (e.g., 18) was added to the set? 4. How can these statistical measures be interpreted in real-world scenarios? 5. What is the relationship between variance and standard deviation? **Tip:** Remember that population variance uses $$N$$ in the denominator, while sample variance uses $$N-1$$ to account for the degrees of freedom.Ask a new question for Free
By Image
Drop file here or Click Here to upload
Math Problem Analysis
Mathematical Concepts
Statistics
Descriptive Statistics
Variance
Standard Deviation
Formulas
Population Variance formula
Population Standard Deviation formula
Theorems
-
Suitable Grade Level
Grades 11-12
Related Recommendation
Range, Variance, and Standard Deviation of the Data Set 14, 12, 18, 11, 20, 17, 13, 15, 13, 15
Range, Population Variance, and Standard Deviation of Data Set 7, 8, 9, 10, 11, 12, 13, 14, 15, 16
Calculate Range, Population Variance, and Standard Deviation for Data Set: 5, 10, 6, 9, 8, 4, 4, 8, 9, 35
Calculate Population Variance and Standard Deviation for 10, 13, 17, 19, 21
Find Population Variance and Standard Deviation for Data Set 10, 13, 17, 19, 21