Here’s a report linking vehicle age to accident outcome and showing a correlation, I would assume higher incomes are associated with newer vehicles. I only took a quick look so not sure if they compare likelihood of an accident with vehicle age. https://crashstats.nhtsa.dot.gov/Api/Public/ViewPublication/...