Identity fraud is a persistent challenge that continues to transform, presenting new and devious challenges for individuals and organizations. Cybercriminals are frequently utilizing emerging technologies and patterns to compromise sensitive personal information. One notable trend is the growing use of machine learning for creating forged identiti