Good customers are good customers right up until they’re not. This is the fundamental paradox of credit risk analysis. The most profitable customers are often the ones that are closest to being unprofitable.
A customer who uses their credit card heavily and frequently pays late (but always pays) is very profitable. A customer who behaves in exactly the same way, but doesn’t pay off their balances or fees is very unprofitable.