3. Tolerance and variance inflation factor. Some authors therefore use the VIF as an indicator of multicollinearity. The larger the value of VIFj, the more “troublesome” or collinear the variable Xj. As a rule of thumb, if the VIF of a variable exceeds 10, which will happen if R2j exceeds 0.90, that variable is said be highly collinear.