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Let s be the standard deviation of n obs...

Let s be the standard deviation of n observations. Each of the n observations is multiplied by a constant c. Then the standard deviation of the resulting number is

A

s

B

cs

C

`s sqrtc`

D

None of these

Text Solution

AI Generated Solution

The correct Answer is:
To solve the problem, we need to determine the standard deviation of a set of observations after each observation has been multiplied by a constant \( c \). Let's go through the solution step by step. ### Step-by-Step Solution: 1. **Understanding Standard Deviation**: The standard deviation \( S \) of a set of \( n \) observations \( a_1, a_2, \ldots, a_n \) is given by the formula: \[ S = \sqrt{\frac{1}{n} \sum_{i=1}^{n} (a_i - \bar{x})^2} \] where \( \bar{x} \) is the mean of the observations, calculated as: \[ \bar{x} = \frac{a_1 + a_2 + \ldots + a_n}{n} \] 2. **New Observations**: If each observation \( a_i \) is multiplied by a constant \( c \), the new observations become \( c a_1, c a_2, \ldots, c a_n \). 3. **Calculating the New Mean**: The mean of the new observations \( \bar{x}' \) is: \[ \bar{x}' = \frac{c a_1 + c a_2 + \ldots + c a_n}{n} = c \cdot \frac{a_1 + a_2 + \ldots + a_n}{n} = c \cdot \bar{x} \] 4. **Calculating the New Standard Deviation**: The standard deviation of the new observations \( S' \) is given by: \[ S' = \sqrt{\frac{1}{n} \sum_{i=1}^{n} (c a_i - \bar{x}')^2} \] Substituting \( \bar{x}' = c \bar{x} \): \[ S' = \sqrt{\frac{1}{n} \sum_{i=1}^{n} (c a_i - c \bar{x})^2} \] 5. **Factoring out the Constant**: We can factor out \( c \) from the expression: \[ S' = \sqrt{\frac{1}{n} \sum_{i=1}^{n} c^2 (a_i - \bar{x})^2} \] This simplifies to: \[ S' = \sqrt{c^2 \cdot \frac{1}{n} \sum_{i=1}^{n} (a_i - \bar{x})^2} = c \cdot \sqrt{\frac{1}{n} \sum_{i=1}^{n} (a_i - \bar{x})^2} \] 6. **Final Result**: Since \( \sqrt{\frac{1}{n} \sum_{i=1}^{n} (a_i - \bar{x})^2} \) is the original standard deviation \( S \), we have: \[ S' = c \cdot S \] ### Conclusion: Thus, the standard deviation of the resulting observations after multiplying each observation by a constant \( c \) is: \[ S' = cS \]
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