Bust-outs are a type of third-party fraud that involves creating fraudulent accounts using stolen or synthetic identities. First-party busts involve individuals who use their own identity to obtain credit or make purchases with no intention of repaying the balance. First-party busts are often more challenging to detect, as they involve an individual who has an established credit history and no previous history of fraudulent activity.