
Explanation:
The variance inflation factor (VIF) for a variable in a regression model is given by:
where is the coefficient of determination from regressing on all other independent variables. In this case with only two independent variables and , is simply the squared correlation coefficient between and , i.e., .
Given that VIF = 15:
1` - \rho_{X_1 X_2}^2 = \frac{1}{15}$$
Therefore, the correlation coefficient between and that yields a VIF of 15 is approximately 0.9661.
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