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Coefficient of correlation between two variables X and Y is 0.8 and their covariance is 20. If the variance of X is 25, the standard deviation of Y is.?
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Coefficient of correlation between two variables X and Y is 0.8 and th...
Calculation of Standard Deviation of Y

Coefficient of Correlation
The coefficient of correlation, denoted as r, is a measure of the strength and direction of the linear relationship between two variables.

Given, coefficient of correlation between X and Y is 0.8.

Covariance
Covariance is a measure of how much two variables change together, and it is denoted as Cov(X,Y).

Given, covariance between X and Y is 20.

Variance
Variance is a measure of how spread out a set of data is, and it is denoted as Var(X).

Given, variance of X is 25.

Formula
The formula for the standard deviation of Y, denoted as SD(Y), is:

SD(Y) = sqrt(Var(Y))

where

Var(Y) = Var(X) * (1 - r^2) * (SD(Y))^2

Substituting the given values in the formula,

Var(Y) = 25 * (1 - 0.8^2) * (SD(Y))^2
Var(Y) = 25 * 0.36 * (SD(Y))^2
Var(Y) = 9 * (SD(Y))^2

SD(Y) = sqrt(Var(Y))
SD(Y) = sqrt(9 * (SD(Y))^2)
SD(Y) = 3 * SD(Y)

Hence, the standard deviation of Y is 3.
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Coefficient of correlation between two variables X and Y is 0.8 and th...
20
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Coefficient of correlation between two variables X and Y is 0.8 and their covariance is 20. If the variance of X is 25, the standard deviation of Y is.?
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