Math Problem Statement

  1. Given the sample data taken from the brewery industry in ml: 5, 6, 7, 8, 9, find the coefficient of variation

Solution

The coefficient of variation (CV) is a statistical measure of the relative variability of data. It is calculated as the ratio of the standard deviation to the mean, typically expressed as a percentage. The formula is:

CV=(Standard DeviationMean)×100%\text{CV} = \left(\frac{\text{Standard Deviation}}{\text{Mean}}\right) \times 100\%

Step 1: Calculate the Mean

First, we calculate the mean of the sample data.

Mean=5+6+7+8+95=355=7\text{Mean} = \frac{5 + 6 + 7 + 8 + 9}{5} = \frac{35}{5} = 7

Step 2: Calculate the Standard Deviation

Next, we calculate the standard deviation. The formula for the sample standard deviation ss is:

s=(xixˉ)2n1s = \sqrt{\frac{\sum (x_i - \bar{x})^2}{n-1}}

where:

  • xix_i is each data point,
  • xˉ\bar{x} is the mean of the data,
  • nn is the number of data points.

s=(57)2+(67)2+(77)2+(87)2+(97)251s = \sqrt{\frac{(5-7)^2 + (6-7)^2 + (7-7)^2 + (8-7)^2 + (9-7)^2}{5-1}} s=(2)2+(1)2+02+12+224s = \sqrt{\frac{(-2)^2 + (-1)^2 + 0^2 + 1^2 + 2^2}{4}} s=4+1+0+1+44s = \sqrt{\frac{4 + 1 + 0 + 1 + 4}{4}} s=104=2.51.58s = \sqrt{\frac{10}{4}} = \sqrt{2.5} \approx 1.58

Step 3: Calculate the Coefficient of Variation

Finally, we calculate the coefficient of variation.

CV=(1.587)×100%22.57%\text{CV} = \left(\frac{1.58}{7}\right) \times 100\% \approx 22.57\%

Final Answer:

The coefficient of variation is approximately 22.57%.

Do you want more details or have any questions?

Here are 5 related questions:

  1. How is the coefficient of variation used in comparing datasets?
  2. What does a higher coefficient of variation indicate about a dataset?
  3. How would the CV change if the dataset had a different mean but the same standard deviation?
  4. Can the coefficient of variation be used for datasets with negative values?
  5. What are some limitations of using the coefficient of variation?

Tip: The coefficient of variation is particularly useful when comparing the degree of variation between datasets with different units or widely different means.

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Math Problem Analysis

Mathematical Concepts

Descriptive Statistics

Formulas

Coefficient of Variation (CV)

Theorems

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Suitable Grade Level

Grades 11-12