Math Problem Statement
حل المسألة بالتفصيل
Solution
The question asks to calculate the standard deviation for a set of data points. Here’s a step-by-step solution:
Given Data
The data values are:
Step 1: Find the Mean (Average)
To calculate the mean : where (since there are 10 data points).
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Calculate the sum of all values:
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Now, calculate the mean:
Step 2: Find the Variance
Variance is the average of the squared differences from the mean.
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Subtract the mean from each value, square the result, and sum all squared differences:
Calculating each term:
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Sum these squared differences:
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Divide by (for population standard deviation) or (for sample standard deviation):
- Since we have a sample, divide by :
Step 3: Find the Standard Deviation
The standard deviation is the square root of the variance:
Final Answer
The standard deviation for the given data is approximately:
Would you like a further breakdown or any clarifications on specific steps?
Here are related questions you might find helpful:
- How is the sample mean different from the population mean?
- What are the differences between population and sample standard deviation?
- How can standard deviation help in understanding data distribution?
- What does a higher or lower standard deviation indicate?
- How would the calculation change if this were population data?
Tip: When calculating variance and standard deviation, keep your calculations organized to avoid errors, especially in large datasets.
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Math Problem Analysis
Mathematical Concepts
Statistics
Standard Deviation
Variance
Mean
Formulas
Mean: \( \bar{x} = \frac{\sum x}{n} \)
Variance (Sample): \( \sigma^2 = \frac{\sum (x - \bar{x})^2}{n - 1} \)
Standard Deviation: \( \sigma = \sqrt{\sigma^2} \)
Theorems
Sample Standard Deviation Theorem
Suitable Grade Level
Grades 10-12
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