To minimize bad debts and the expenses associated with collection and recovery, it is crucial to steer clear of assigning risk segments to applicants who misrepresent their information on applications. It's important to keep serious fraud losses and write-offs from fraudulent applicants as low as possible. Ensuring that fraud detection does not hinder customer service or slow down decision-making is essential. This involves scrutinizing suspicious cases, reviewing application assessment outcomes, and making informed decisions. Streamlining fraud detection and investigative processes through automation can significantly enhance efficiency. User-friendly interfaces are vital to ensure low resource demands and operational costs. Additionally, the system should automatically allocate cases for further investigation and assign a fraud likelihood score to help prioritize actions. Implementing these measures will ultimately lead to more effective fraud management.