I would say to look at credit utilization as a function of the other variables. Or more generally each variable as a function of the other variables. There is a

I would say to look at credit utilization as a function of the other variables. Or more generally each variable as a function of the other variables. There is a bit of this in the initial correlation analysis, but a GLM is more robust.