Bust-out fraud can be prevented by using advanced fraud detection systems that identify high-risk accounts and monitor them for suspicious activity. Financial institutions can also require additional identity verification measures, such as biometric authentication or document verification, to reduce the risk of fraudulent activity. Consumers can protect themselves from bust-out fraud by monitoring their credit reports regularly and reporting any suspicious activity to their financial institutions.