It's been pointed out to me that how much stuff you buy is usually a function of your income, it may not matter how you get it.

it is, but its not linear - the proportion of incomes spent falls as incomes get higher.

Yes and also spent on more durable items.

A weak function is also a function. Also if your income is higher you probably buy stuff that is more expensive.