Earlier quoted context omitted.
Why? Let's imagine a city divided in two halves of equal population. West City is poor and has a high crime rate, East City is rich and has a low crime rate. Should police resources be allocated equally to both? How about public health facilities or welfare payments?
In the real world, wealth is relatively easily measured and crime rate is not. The question no one seems to be willing to answer is: why do you believe poor people commit more crime?
The ultimate reason is that if you are poor, the proceeds of crime (theft, burglary, robbery etc) are comparatively more meaningful than to somebody who is wealthy, while the cost of getting caught is comparatively less. A rich professional does not steal loaves of bread to feed their family, because they don't need to and they risk losing their entire livelihood if they do. If you're poor, unemployed and your kids are hungry, the risk/reward calculus is very different.