I would take the opposite tack. Play it down in public and indulge at home. Parading around in expensive clothes and Rolex watches and driving to upscale department stores in a new Mercedes draws too much attention. May as well wear a big sign that says, "ROB ME."
I suppose that depends where you live but yes, I can see that being the case too.