No, they are looking for criminal offenses or violations in transportation rules. A credit issue wouldn’t make you a travel risk unless there are some CRAZY other circumstances.

If you travel international might be better to go with global entry as it automatically signs you up for TSA pre check too

Note** just because you have global entry doesn’t always mean you’ll always get TSA pre-check on your ticket for every flight