Because of multicollinearity,the t-tests of the individual coefficients may indicate that some independent variables are not linearly related to the dependent variable,when in fact they are.

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Multicollinearity can cause the t-tests of individual coefficients to show that some independent variables are not significantly related to the dependent variable, even though they may have a linear relationship with the dependent variable when considered together with the other independent variables.

Because of Multicollinearity,the T-Tests of the Individual Coefficients May Indicate