There seems to be evidence for the OP's thesis.

E.g., "Unfortunately, one’s economic status, especially if they are impoverished, can increase their likelihood of experiencing a substance use disorder, as this is one of the most common risk factors for this condition." (https://adcare.com/addiction-demographics/socioeconomic-grou...)