Question
Download Solution PDFIf the correlation coefficient between X and Y is 0.7, then the correlation coefficient between U and V, where U = X - 5 and V = Y + 2, is:
Answer (Detailed Solution Below)
Detailed Solution
Download Solution PDFThe correct answer is 0.7
Key Points
The correlation coefficient, denoted by r, quantifies the linear relationship between two random variables. It is formally defined as the covariance between the two variables divided by the product of their standard deviations.
Let's denote the correlation between X and Y as rXY. Therefore,
Now, considering the transformations U = X - 5 and V = Y + 2, we need to find the correlation coefficient between U and V, denoted by
Given the properties of covariance and variance under linear transformation, we have:
Cov(U, V) = Cov(X - 5, Y + 2) = Cov(X, Y)
σU = σX (since the variance and hence the standard deviation do not change with shifts)
σV = σY (since the variance and hence the standard deviation do not change with shifts)
Then, substituting these into the formula for rUV, we have:
In conclusion, a linear transformation that consists of adding or subtracting a constant from a random variable does not affect the correlation coefficient between two variables. Thus, if the correlation coefficient between X and Y is 0.7, the correlation coefficient between U = X - 5 and V = Y + 2 remains 0.7.
Last updated on Jul 7, 2025
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