I challenge your assumption. To me it seems intuitive that crimes are committed at higher rates by the socioeconomically advantaged, because they can get away with it.
See for example that immigrants commit crimes at lower rates than the general population.
https://www.cato.org/blog/illegal-immigrants-crime-assessing...