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If the coefficient of correlation betwee...

If the coefficient of correlation between x and y os 0.6, covariance is 27 and variance of y is 25, then what is the variance x?

A

`9//5`

B

`81//25`

C

9

D

81

Text Solution

AI Generated Solution

The correct Answer is:
To find the variance of \( x \) given the coefficient of correlation, covariance, and variance of \( y \), we can use the following relationship: \[ r_{xy} = \frac{\text{Cov}(x, y)}{\sqrt{\text{Var}(x) \cdot \text{Var}(y)}} \] Where: - \( r_{xy} \) is the coefficient of correlation between \( x \) and \( y \), - \( \text{Cov}(x, y) \) is the covariance between \( x \) and \( y \), - \( \text{Var}(x) \) is the variance of \( x \), - \( \text{Var}(y) \) is the variance of \( y \). Given: - \( r_{xy} = 0.6 \) - \( \text{Cov}(x, y) = 27 \) - \( \text{Var}(y) = 25 \) We need to find \( \text{Var}(x) \). ### Step 1: Substitute the known values into the formula Substituting the known values into the correlation formula: \[ 0.6 = \frac{27}{\sqrt{\text{Var}(x) \cdot 25}} \] ### Step 2: Rearrange the equation To isolate \( \sqrt{\text{Var}(x)} \), we can multiply both sides by \( \sqrt{\text{Var}(x) \cdot 25} \): \[ 0.6 \cdot \sqrt{\text{Var}(x) \cdot 25} = 27 \] Next, divide both sides by \( 0.6 \): \[ \sqrt{\text{Var}(x) \cdot 25} = \frac{27}{0.6} \] Calculating the right side: \[ \frac{27}{0.6} = 45 \] So we have: \[ \sqrt{\text{Var}(x) \cdot 25} = 45 \] ### Step 3: Square both sides Now, square both sides to eliminate the square root: \[ \text{Var}(x) \cdot 25 = 45^2 \] Calculating \( 45^2 \): \[ 45^2 = 2025 \] So we have: \[ \text{Var}(x) \cdot 25 = 2025 \] ### Step 4: Solve for \( \text{Var}(x) \) Now, divide both sides by 25 to find \( \text{Var}(x) \): \[ \text{Var}(x) = \frac{2025}{25} \] Calculating the division: \[ \text{Var}(x) = 81 \] ### Final Answer Thus, the variance of \( x \) is: \[ \text{Var}(x) = 81 \]
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